In [1]:
TRIAL_ID = '32ad_n3'
USE_TBX = False
CHECKPOINT = None
SAVE_CP = True
COEFF_REC = 1
COEFF_KLD = 1e5 # beta
In [2]:
import torch
import torch.utils.data
from torch import nn, optim
from torch.nn import functional as F
from torchvision import transforms
from torchvision.utils import make_grid
from torch.utils.data import Dataset,DataLoader
import pathlib
import matplotlib.pyplot as plt
import numpy as np
import os
from utils import plot_3d_mesh, VertDataset, ResizeTo
import utils as ut
%load_ext autoreload
%autoreload 2
%matplotlib inline
In [3]:
#Define paramaters
VOL_SIZE = 32
EPOCHS = 2000
LEARNING_RATE = 1e-3
LOG_INTERVAL = 3
N = 3 # None for full dataset
BATCH_SIZE = 64
Z_DIMS = 64
device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
train_path = pathlib.Path("./for_VAE/npz")
val_path = pathlib.Path("./for_VAE/val")
results_dir = pathlib.Path("./results/%s" % TRIAL_ID)
results_dir.mkdir(parents=True, exist_ok=True)
if USE_TBX:
from tensorboardX import SummaryWriter
#SummaryWriter encapsulates everything
log_dir = pathlib.Path('./logs/%s' % TRIAL_ID)
writer = SummaryWriter(log_dir)
In [4]:
train_dataset = VertDataset(train_path,n=N, transform=transforms.Compose([ResizeTo(VOL_SIZE),
transforms.ToTensor()]))
val_dataset = VertDataset(val_path,n=N, transform=transforms.Compose([ResizeTo(VOL_SIZE),
transforms.ToTensor()]))
train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=0)
val_loader = DataLoader(val_dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=0)
print('Number of training samples: ',len(train_dataset))
print('Number of training batches: ',len(train_loader))
print('Number of validaiton samples: ',len(val_dataset))
Number of training samples: 3 Number of training batches: 1 Number of validaiton samples: 3
In [5]:
# x = dataset[0]
# print(x.size())
# print(x.unique())
# plot_3d_mesh(x)
# del x
In [6]:
from vae32 import Vae32 as VAE
model = VAE(debug=False).to(device)
weights_init = ut.init_weights(init_type='normal')
model.apply(weights_init)
optimizer = optim.Adam(model.parameters(), lr=LEARNING_RATE)
In [7]:
class SoftDiceLoss(nn.Module):
def __init__(self, weight=None, size_average=True):
super(SoftDiceLoss, self).__init__()
def forward(self, probs, targets):
smooth = 1
num = targets.size(0)
m1 = probs.view(num, -1)
m2 = targets.view(num, -1)
intersection = (m1 * m2)
score = 2. * (intersection.sum(1) + smooth) / (m1.sum(1) + m2.sum(1) + smooth)
score = 1 - score.sum() / num
return score
dice_loss = SoftDiceLoss()
In [8]:
def loss_function(recon_x, x, mu, logvar):
batch_size = recon_x.size(0)
#measure of how well reconstruction matches input
# rec_loss = F.binary_cross_entropy(recon_x, x, reduction='sum')
rec_loss = dice_loss(recon_x, x)
#measure of distance btw learned distribution and Normal Gaussian
KLD = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())
#Normalize over batches
rec_loss = rec_loss / batch_size
KLD = KLD / batch_size
rec_loss *= COEFF_REC
KLD *= COEFF_KLD
loss = rec_loss + KLD
return loss, rec_loss, KLD
In [9]:
# Training setup
loss_history = list()
rec_loss_history = list()
kl_loss_history = list()
val_rec_loss_history = list()
iters=0
N_batches_train = len(train_loader)
start_epoch = 0
if CHECKPOINT is not None:
checkpoint_path = '%s/%s' % (results_dir, CHECKPOINT)
model, optimizer, start_epoch, loss_history, rec_loss_history, kl_loss_history = ut.load_checkpoint(model, optimizer,filename = checkpoint_path)
iters = start_epoch * N_batches_train
model = model.to(device)
for state in optimizer.state.values():
for k, v in state.items():
if torch.is_tensor(v):
state[k] = v.to(device)
In [10]:
import time
end_epoch = start_epoch + EPOCHS
epoch = start_epoch
for epoch in range(start_epoch, end_epoch):
start = time.time()
################## TRAIN ########################
model.train()
train_loss = 0
for batch_idx, data in enumerate(train_loader):
data = data.to(device)
optimizer.zero_grad()
recon_batch, mu, logvar = model(data)
loss, rec_loss, kl_loss = loss_function(recon_batch, data, mu, logvar)
if USE_TBX:
writer.add_scalar('Loss/Rec',rec_loss.detach().item(),iters)
writer.add_scalar('Loss/KL',kl_loss.detach().item(),iters)
writer.add_scalar('Loss/Total_Loss',loss.detach().item(),iters)
loss.backward()
loss_history.append( loss.item() )
rec_loss_history.append( rec_loss.item() )
kl_loss_history.append( kl_loss.item() )
train_loss += loss.item()
optimizer.step()
if batch_idx % LOG_INTERVAL == 0:
print('Train Epoch: {:02d} [{:04d}/{:04d} ({:.0f}%)]\tRec: {:.3f}, KLD: {:.9f}, Loss: {:.6f}'.format(
epoch, batch_idx * len(data), len(train_loader.dataset),
100. * batch_idx / len(train_loader),
rec_loss.item(), kl_loss.item(), loss.item() ))
iters+=1
#Finished one epoch
print('====> Epoch: {:02d} Average loss: {:.5f}'.format(
epoch, train_loss / len(train_loader.dataset)))
end = time.time()
print('Training time for epoch: {:.2f}s'.format(end-start))
print('-------------- Validation --------------')
model.eval()
l_sum = 0
with torch.no_grad():
for batch_idx, data in enumerate(val_loader):
data = data.to(device)
recon_batch, my, logvar = model(data)
# rec_loss = F.binary_cross_entropy(recon_batch, data, reduction='sum')
rec_loss = dice_loss(recon_batch, data)
l_sum += rec_loss.item()
val_rec_loss_history.append( l_sum / (batch_idx + 1) )
print('\tVal rec: {:.3f}'.format(
val_rec_loss_history[-1] ))
print('======================================================')
Train Epoch: 00 [0000/0003 (0%)] Rec: 0.302, KLD: 0.066558525, Loss: 0.368300 ====> Epoch: 00 Average loss: 0.12277 Training time for epoch: 0.88s -------------- Validation -------------- Val rec: 0.866 ====================================================== Train Epoch: 01 [0000/0003 (0%)] Rec: 0.302, KLD: 5.875031471, Loss: 6.176763 ====> Epoch: 01 Average loss: 2.05892 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.866 ====================================================== Train Epoch: 02 [0000/0003 (0%)] Rec: 0.302, KLD: 0.538428664, Loss: 0.840146 ====> Epoch: 02 Average loss: 0.28005 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.866 ====================================================== Train Epoch: 03 [0000/0003 (0%)] Rec: 0.302, KLD: 0.688433647, Loss: 0.990130 ====> Epoch: 03 Average loss: 0.33004 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.865 ====================================================== Train Epoch: 04 [0000/0003 (0%)] Rec: 0.302, KLD: 2.261996269, Loss: 2.563663 ====> Epoch: 04 Average loss: 0.85455 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.865 ====================================================== Train Epoch: 05 [0000/0003 (0%)] Rec: 0.302, KLD: 2.101063728, Loss: 2.402692 ====> Epoch: 05 Average loss: 0.80090 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.865 ====================================================== Train Epoch: 06 [0000/0003 (0%)] Rec: 0.302, KLD: 0.965595245, Loss: 1.267169 ====> Epoch: 06 Average loss: 0.42239 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.865 ====================================================== Train Epoch: 07 [0000/0003 (0%)] Rec: 0.301, KLD: 0.184774399, Loss: 0.486272 ====> Epoch: 07 Average loss: 0.16209 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.864 ====================================================== Train Epoch: 08 [0000/0003 (0%)] Rec: 0.301, KLD: 0.289082527, Loss: 0.590463 ====> Epoch: 08 Average loss: 0.19682 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.863 ====================================================== Train Epoch: 09 [0000/0003 (0%)] Rec: 0.301, KLD: 0.897049904, Loss: 1.198226 ====> Epoch: 09 Average loss: 0.39941 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.862 ====================================================== Train Epoch: 10 [0000/0003 (0%)] Rec: 0.301, KLD: 1.046061516, Loss: 1.346962 ====> Epoch: 10 Average loss: 0.44899 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.860 ====================================================== Train Epoch: 11 [0000/0003 (0%)] Rec: 0.300, KLD: 0.801682472, Loss: 1.101965 ====> Epoch: 11 Average loss: 0.36732 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.856 ====================================================== Train Epoch: 12 [0000/0003 (0%)] Rec: 0.299, KLD: 0.327825546, Loss: 0.627231 ====> Epoch: 12 Average loss: 0.20908 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.851 ====================================================== Train Epoch: 13 [0000/0003 (0%)] Rec: 0.298, KLD: 0.190734863, Loss: 0.488750 ====> Epoch: 13 Average loss: 0.16292 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.842 ====================================================== Train Epoch: 14 [0000/0003 (0%)] Rec: 0.296, KLD: 0.259280205, Loss: 0.554990 ====> Epoch: 14 Average loss: 0.18500 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.832 ====================================================== Train Epoch: 15 [0000/0003 (0%)] Rec: 0.293, KLD: 0.432133675, Loss: 0.725404 ====> Epoch: 15 Average loss: 0.24180 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.822 ====================================================== Train Epoch: 16 [0000/0003 (0%)] Rec: 0.291, KLD: 0.455975533, Loss: 0.747246 ====> Epoch: 16 Average loss: 0.24908 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.819 ====================================================== Train Epoch: 17 [0000/0003 (0%)] Rec: 0.291, KLD: 0.372529030, Loss: 0.663579 ====> Epoch: 17 Average loss: 0.22119 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.819 ====================================================== Train Epoch: 18 [0000/0003 (0%)] Rec: 0.291, KLD: 0.268220901, Loss: 0.559454 ====> Epoch: 18 Average loss: 0.18648 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.821 ====================================================== Train Epoch: 19 [0000/0003 (0%)] Rec: 0.292, KLD: 0.146031380, Loss: 0.437934 ====> Epoch: 19 Average loss: 0.14598 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.823 ====================================================== Train Epoch: 20 [0000/0003 (0%)] Rec: 0.292, KLD: 0.151991844, Loss: 0.444194 ====> Epoch: 20 Average loss: 0.14806 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.825 ====================================================== Train Epoch: 21 [0000/0003 (0%)] Rec: 0.292, KLD: 0.166893005, Loss: 0.459373 ====> Epoch: 21 Average loss: 0.15312 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.824 ====================================================== Train Epoch: 22 [0000/0003 (0%)] Rec: 0.293, KLD: 0.187754631, Loss: 0.480334 ====> Epoch: 22 Average loss: 0.16011 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.824 ====================================================== Train Epoch: 23 [0000/0003 (0%)] Rec: 0.292, KLD: 0.217556953, Loss: 0.509971 ====> Epoch: 23 Average loss: 0.16999 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.823 ====================================================== Train Epoch: 24 [0000/0003 (0%)] Rec: 0.292, KLD: 0.157952309, Loss: 0.450276 ====> Epoch: 24 Average loss: 0.15009 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.822 ====================================================== Train Epoch: 25 [0000/0003 (0%)] Rec: 0.292, KLD: 0.116229057, Loss: 0.408288 ====> Epoch: 25 Average loss: 0.13610 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.820 ====================================================== Train Epoch: 26 [0000/0003 (0%)] Rec: 0.292, KLD: 0.089406967, Loss: 0.381161 ====> Epoch: 26 Average loss: 0.12705 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.818 ====================================================== Train Epoch: 27 [0000/0003 (0%)] Rec: 0.291, KLD: 0.083446503, Loss: 0.374578 ====> Epoch: 27 Average loss: 0.12486 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.815 ====================================================== Train Epoch: 28 [0000/0003 (0%)] Rec: 0.291, KLD: 0.047683716, Loss: 0.338345 ====> Epoch: 28 Average loss: 0.11278 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.813 ====================================================== Train Epoch: 29 [0000/0003 (0%)] Rec: 0.290, KLD: 0.062584877, Loss: 0.352497 ====> Epoch: 29 Average loss: 0.11750 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.813 ====================================================== Train Epoch: 30 [0000/0003 (0%)] Rec: 0.289, KLD: 0.026822090, Loss: 0.316169 ====> Epoch: 30 Average loss: 0.10539 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.812 ====================================================== Train Epoch: 31 [0000/0003 (0%)] Rec: 0.289, KLD: 0.050663948, Loss: 0.339973 ====> Epoch: 31 Average loss: 0.11332 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.812 ====================================================== Train Epoch: 32 [0000/0003 (0%)] Rec: 0.289, KLD: 0.032782555, Loss: 0.322107 ====> Epoch: 32 Average loss: 0.10737 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.814 ====================================================== Train Epoch: 33 [0000/0003 (0%)] Rec: 0.289, KLD: 0.032782555, Loss: 0.322149 ====> Epoch: 33 Average loss: 0.10738 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.815 ====================================================== Train Epoch: 34 [0000/0003 (0%)] Rec: 0.289, KLD: 0.059604645, Loss: 0.348412 ====> Epoch: 34 Average loss: 0.11614 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.815 ====================================================== Train Epoch: 35 [0000/0003 (0%)] Rec: 0.289, KLD: 0.020861626, Loss: 0.309422 ====> Epoch: 35 Average loss: 0.10314 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.813 ====================================================== Train Epoch: 36 [0000/0003 (0%)] Rec: 0.288, KLD: -0.008940697, Loss: 0.279263 ====> Epoch: 36 Average loss: 0.09309 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.811 ====================================================== Train Epoch: 37 [0000/0003 (0%)] Rec: 0.288, KLD: 0.020861626, Loss: 0.309216 ====> Epoch: 37 Average loss: 0.10307 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.807 ====================================================== Train Epoch: 38 [0000/0003 (0%)] Rec: 0.288, KLD: 0.002980232, Loss: 0.290597 ====> Epoch: 38 Average loss: 0.09687 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.805 ====================================================== Train Epoch: 39 [0000/0003 (0%)] Rec: 0.288, KLD: -0.008940697, Loss: 0.278622 ====> Epoch: 39 Average loss: 0.09287 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.805 ====================================================== Train Epoch: 40 [0000/0003 (0%)] Rec: 0.287, KLD: 0.023841858, Loss: 0.311320 ====> Epoch: 40 Average loss: 0.10377 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.806 ====================================================== Train Epoch: 41 [0000/0003 (0%)] Rec: 0.287, KLD: 0.008940697, Loss: 0.296421 ====> Epoch: 41 Average loss: 0.09881 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.804 ====================================================== Train Epoch: 42 [0000/0003 (0%)] Rec: 0.287, KLD: 0.041723251, Loss: 0.328935 ====> Epoch: 42 Average loss: 0.10964 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.803 ====================================================== Train Epoch: 43 [0000/0003 (0%)] Rec: 0.287, KLD: -0.011920929, Loss: 0.275107 ====> Epoch: 43 Average loss: 0.09170 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.803 ====================================================== Train Epoch: 44 [0000/0003 (0%)] Rec: 0.287, KLD: 0.014901161, Loss: 0.301537 ====> Epoch: 44 Average loss: 0.10051 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.805 ====================================================== Train Epoch: 45 [0000/0003 (0%)] Rec: 0.286, KLD: 0.041723251, Loss: 0.328182 ====> Epoch: 45 Average loss: 0.10939 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.805 ====================================================== Train Epoch: 46 [0000/0003 (0%)] Rec: 0.286, KLD: 0.035762787, Loss: 0.321895 ====> Epoch: 46 Average loss: 0.10730 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.801 ====================================================== Train Epoch: 47 [0000/0003 (0%)] Rec: 0.286, KLD: -0.002980232, Loss: 0.283208 ====> Epoch: 47 Average loss: 0.09440 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.806 ====================================================== Train Epoch: 48 [0000/0003 (0%)] Rec: 0.286, KLD: 0.029802322, Loss: 0.315455 ====> Epoch: 48 Average loss: 0.10515 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.804 ====================================================== Train Epoch: 49 [0000/0003 (0%)] Rec: 0.286, KLD: 0.038743019, Loss: 0.324772 ====> Epoch: 49 Average loss: 0.10826 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.802 ====================================================== Train Epoch: 50 [0000/0003 (0%)] Rec: 0.286, KLD: -0.000000000, Loss: 0.285879 ====> Epoch: 50 Average loss: 0.09529 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.802 ====================================================== Train Epoch: 51 [0000/0003 (0%)] Rec: 0.285, KLD: -0.011920929, Loss: 0.273122 ====> Epoch: 51 Average loss: 0.09104 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.801 ====================================================== Train Epoch: 52 [0000/0003 (0%)] Rec: 0.285, KLD: 0.005960464, Loss: 0.291390 ====> Epoch: 52 Average loss: 0.09713 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.800 ====================================================== Train Epoch: 53 [0000/0003 (0%)] Rec: 0.285, KLD: -0.002980232, Loss: 0.282318 ====> Epoch: 53 Average loss: 0.09411 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.798 ====================================================== Train Epoch: 54 [0000/0003 (0%)] Rec: 0.285, KLD: 0.002980232, Loss: 0.288477 ====> Epoch: 54 Average loss: 0.09616 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.801 ====================================================== Train Epoch: 55 [0000/0003 (0%)] Rec: 0.285, KLD: 0.047683716, Loss: 0.332410 ====> Epoch: 55 Average loss: 0.11080 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.801 ====================================================== Train Epoch: 56 [0000/0003 (0%)] Rec: 0.285, KLD: -0.000000000, Loss: 0.284668 ====> Epoch: 56 Average loss: 0.09489 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.798 ====================================================== Train Epoch: 57 [0000/0003 (0%)] Rec: 0.285, KLD: 0.002980232, Loss: 0.287684 ====> Epoch: 57 Average loss: 0.09589 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.800 ====================================================== Train Epoch: 58 [0000/0003 (0%)] Rec: 0.284, KLD: -0.032782555, Loss: 0.251280 ====> Epoch: 58 Average loss: 0.08376 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.799 ====================================================== Train Epoch: 59 [0000/0003 (0%)] Rec: 0.285, KLD: -0.017881393, Loss: 0.267323 ====> Epoch: 59 Average loss: 0.08911 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.800 ====================================================== Train Epoch: 60 [0000/0003 (0%)] Rec: 0.284, KLD: 0.008940697, Loss: 0.293122 ====> Epoch: 60 Average loss: 0.09771 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.800 ====================================================== Train Epoch: 61 [0000/0003 (0%)] Rec: 0.285, KLD: -0.002980232, Loss: 0.281695 ====> Epoch: 61 Average loss: 0.09390 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.803 ====================================================== Train Epoch: 62 [0000/0003 (0%)] Rec: 0.284, KLD: 0.026822090, Loss: 0.311207 ====> Epoch: 62 Average loss: 0.10374 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.799 ====================================================== Train Epoch: 63 [0000/0003 (0%)] Rec: 0.284, KLD: 0.008940697, Loss: 0.292916 ====> Epoch: 63 Average loss: 0.09764 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.799 ====================================================== Train Epoch: 64 [0000/0003 (0%)] Rec: 0.284, KLD: 0.008940697, Loss: 0.292967 ====> Epoch: 64 Average loss: 0.09766 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.796 ====================================================== Train Epoch: 65 [0000/0003 (0%)] Rec: 0.284, KLD: 0.029802322, Loss: 0.314126 ====> Epoch: 65 Average loss: 0.10471 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.795 ====================================================== Train Epoch: 66 [0000/0003 (0%)] Rec: 0.284, KLD: -0.035762787, Loss: 0.247901 ====> Epoch: 66 Average loss: 0.08263 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.795 ====================================================== Train Epoch: 67 [0000/0003 (0%)] Rec: 0.284, KLD: 0.002980232, Loss: 0.286936 ====> Epoch: 67 Average loss: 0.09565 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.793 ====================================================== Train Epoch: 68 [0000/0003 (0%)] Rec: 0.284, KLD: 0.017881393, Loss: 0.301439 ====> Epoch: 68 Average loss: 0.10048 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.794 ====================================================== Train Epoch: 69 [0000/0003 (0%)] Rec: 0.284, KLD: -0.023841858, Loss: 0.260173 ====> Epoch: 69 Average loss: 0.08672 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.792 ====================================================== Train Epoch: 70 [0000/0003 (0%)] Rec: 0.284, KLD: 0.026822090, Loss: 0.310430 ====> Epoch: 70 Average loss: 0.10348 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.791 ====================================================== Train Epoch: 71 [0000/0003 (0%)] Rec: 0.284, KLD: -0.011920929, Loss: 0.272068 ====> Epoch: 71 Average loss: 0.09069 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.795 ====================================================== Train Epoch: 72 [0000/0003 (0%)] Rec: 0.283, KLD: 0.002980232, Loss: 0.286445 ====> Epoch: 72 Average loss: 0.09548 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.794 ====================================================== Train Epoch: 73 [0000/0003 (0%)] Rec: 0.283, KLD: -0.014901161, Loss: 0.268157 ====> Epoch: 73 Average loss: 0.08939 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.792 ====================================================== Train Epoch: 74 [0000/0003 (0%)] Rec: 0.283, KLD: -0.005960464, Loss: 0.276849 ====> Epoch: 74 Average loss: 0.09228 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.790 ====================================================== Train Epoch: 75 [0000/0003 (0%)] Rec: 0.283, KLD: -0.005960464, Loss: 0.276739 ====> Epoch: 75 Average loss: 0.09225 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.790 ====================================================== Train Epoch: 76 [0000/0003 (0%)] Rec: 0.283, KLD: -0.014901161, Loss: 0.267638 ====> Epoch: 76 Average loss: 0.08921 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.798 ====================================================== Train Epoch: 77 [0000/0003 (0%)] Rec: 0.283, KLD: 0.014901161, Loss: 0.297729 ====> Epoch: 77 Average loss: 0.09924 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.800 ====================================================== Train Epoch: 78 [0000/0003 (0%)] Rec: 0.282, KLD: -0.023841858, Loss: 0.258294 ====> Epoch: 78 Average loss: 0.08610 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.788 ====================================================== Train Epoch: 79 [0000/0003 (0%)] Rec: 0.282, KLD: 0.020861626, Loss: 0.303116 ====> Epoch: 79 Average loss: 0.10104 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.790 ====================================================== Train Epoch: 80 [0000/0003 (0%)] Rec: 0.283, KLD: -0.000000000, Loss: 0.283116 ====> Epoch: 80 Average loss: 0.09437 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.791 ====================================================== Train Epoch: 81 [0000/0003 (0%)] Rec: 0.282, KLD: 0.002980232, Loss: 0.284829 ====> Epoch: 81 Average loss: 0.09494 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.786 ====================================================== Train Epoch: 82 [0000/0003 (0%)] Rec: 0.282, KLD: -0.005960464, Loss: 0.275631 ====> Epoch: 82 Average loss: 0.09188 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.790 ====================================================== Train Epoch: 83 [0000/0003 (0%)] Rec: 0.281, KLD: -0.000000000, Loss: 0.281275 ====> Epoch: 83 Average loss: 0.09376 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.785 ====================================================== Train Epoch: 84 [0000/0003 (0%)] Rec: 0.281, KLD: -0.029802322, Loss: 0.251693 ====> Epoch: 84 Average loss: 0.08390 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.787 ====================================================== Train Epoch: 85 [0000/0003 (0%)] Rec: 0.281, KLD: 0.002980232, Loss: 0.284403 ====> Epoch: 85 Average loss: 0.09480 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.787 ====================================================== Train Epoch: 86 [0000/0003 (0%)] Rec: 0.281, KLD: 0.023841858, Loss: 0.304669 ====> Epoch: 86 Average loss: 0.10156 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.792 ====================================================== Train Epoch: 87 [0000/0003 (0%)] Rec: 0.281, KLD: 0.017881393, Loss: 0.298949 ====> Epoch: 87 Average loss: 0.09965 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.794 ====================================================== Train Epoch: 88 [0000/0003 (0%)] Rec: 0.280, KLD: 0.002980232, Loss: 0.282867 ====> Epoch: 88 Average loss: 0.09429 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.791 ====================================================== Train Epoch: 89 [0000/0003 (0%)] Rec: 0.280, KLD: -0.002980232, Loss: 0.277465 ====> Epoch: 89 Average loss: 0.09249 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.793 ====================================================== Train Epoch: 90 [0000/0003 (0%)] Rec: 0.280, KLD: 0.053644180, Loss: 0.333795 ====> Epoch: 90 Average loss: 0.11127 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.798 ====================================================== Train Epoch: 91 [0000/0003 (0%)] Rec: 0.279, KLD: 0.026822090, Loss: 0.306315 ====> Epoch: 91 Average loss: 0.10211 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.798 ====================================================== Train Epoch: 92 [0000/0003 (0%)] Rec: 0.282, KLD: 0.011920929, Loss: 0.294320 ====> Epoch: 92 Average loss: 0.09811 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.781 ====================================================== Train Epoch: 93 [0000/0003 (0%)] Rec: 0.280, KLD: -0.014901161, Loss: 0.264807 ====> Epoch: 93 Average loss: 0.08827 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.780 ====================================================== Train Epoch: 94 [0000/0003 (0%)] Rec: 0.279, KLD: -0.002980232, Loss: 0.275825 ====> Epoch: 94 Average loss: 0.09194 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.777 ====================================================== Train Epoch: 95 [0000/0003 (0%)] Rec: 0.280, KLD: -0.000000000, Loss: 0.279739 ====> Epoch: 95 Average loss: 0.09325 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.778 ====================================================== Train Epoch: 96 [0000/0003 (0%)] Rec: 0.280, KLD: 0.011920929, Loss: 0.291446 ====> Epoch: 96 Average loss: 0.09715 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.777 ====================================================== Train Epoch: 97 [0000/0003 (0%)] Rec: 0.279, KLD: 0.023841858, Loss: 0.302882 ====> Epoch: 97 Average loss: 0.10096 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.774 ====================================================== Train Epoch: 98 [0000/0003 (0%)] Rec: 0.280, KLD: -0.014901161, Loss: 0.264954 ====> Epoch: 98 Average loss: 0.08832 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.778 ====================================================== Train Epoch: 99 [0000/0003 (0%)] Rec: 0.278, KLD: 0.044703484, Loss: 0.322974 ====> Epoch: 99 Average loss: 0.10766 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.777 ====================================================== Train Epoch: 100 [0000/0003 (0%)] Rec: 0.278, KLD: -0.008940697, Loss: 0.268947 ====> Epoch: 100 Average loss: 0.08965 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.771 ====================================================== Train Epoch: 101 [0000/0003 (0%)] Rec: 0.278, KLD: 0.002980232, Loss: 0.280773 ====> Epoch: 101 Average loss: 0.09359 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.767 ====================================================== Train Epoch: 102 [0000/0003 (0%)] Rec: 0.277, KLD: -0.000000000, Loss: 0.276942 ====> Epoch: 102 Average loss: 0.09231 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.783 ====================================================== Train Epoch: 103 [0000/0003 (0%)] Rec: 0.276, KLD: 0.008940697, Loss: 0.285425 ====> Epoch: 103 Average loss: 0.09514 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.790 ====================================================== Train Epoch: 104 [0000/0003 (0%)] Rec: 0.275, KLD: 0.005960464, Loss: 0.281314 ====> Epoch: 104 Average loss: 0.09377 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.794 ====================================================== Train Epoch: 105 [0000/0003 (0%)] Rec: 0.280, KLD: 0.008940697, Loss: 0.288776 ====> Epoch: 105 Average loss: 0.09626 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.776 ====================================================== Train Epoch: 106 [0000/0003 (0%)] Rec: 0.276, KLD: -0.014901161, Loss: 0.260683 ====> Epoch: 106 Average loss: 0.08689 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.778 ====================================================== Train Epoch: 107 [0000/0003 (0%)] Rec: 0.276, KLD: 0.017881393, Loss: 0.293501 ====> Epoch: 107 Average loss: 0.09783 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.764 ====================================================== Train Epoch: 108 [0000/0003 (0%)] Rec: 0.275, KLD: 0.014901161, Loss: 0.289625 ====> Epoch: 108 Average loss: 0.09654 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.768 ====================================================== Train Epoch: 109 [0000/0003 (0%)] Rec: 0.275, KLD: -0.002980232, Loss: 0.271609 ====> Epoch: 109 Average loss: 0.09054 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.765 ====================================================== Train Epoch: 110 [0000/0003 (0%)] Rec: 0.276, KLD: 0.035762787, Loss: 0.311303 ====> Epoch: 110 Average loss: 0.10377 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.764 ====================================================== Train Epoch: 111 [0000/0003 (0%)] Rec: 0.275, KLD: 0.023841858, Loss: 0.299143 ====> Epoch: 111 Average loss: 0.09971 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.759 ====================================================== Train Epoch: 112 [0000/0003 (0%)] Rec: 0.274, KLD: -0.002980232, Loss: 0.271256 ====> Epoch: 112 Average loss: 0.09042 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.757 ====================================================== Train Epoch: 113 [0000/0003 (0%)] Rec: 0.274, KLD: -0.017881393, Loss: 0.256005 ====> Epoch: 113 Average loss: 0.08534 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.759 ====================================================== Train Epoch: 114 [0000/0003 (0%)] Rec: 0.273, KLD: -0.000000000, Loss: 0.272645 ====> Epoch: 114 Average loss: 0.09088 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.754 ====================================================== Train Epoch: 115 [0000/0003 (0%)] Rec: 0.271, KLD: -0.002980232, Loss: 0.268494 ====> Epoch: 115 Average loss: 0.08950 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.771 ====================================================== Train Epoch: 116 [0000/0003 (0%)] Rec: 0.271, KLD: 0.023841858, Loss: 0.295260 ====> Epoch: 116 Average loss: 0.09842 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.768 ====================================================== Train Epoch: 117 [0000/0003 (0%)] Rec: 0.275, KLD: 0.008940697, Loss: 0.284387 ====> Epoch: 117 Average loss: 0.09480 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.769 ====================================================== Train Epoch: 118 [0000/0003 (0%)] Rec: 0.270, KLD: 0.005960464, Loss: 0.276429 ====> Epoch: 118 Average loss: 0.09214 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.778 ====================================================== Train Epoch: 119 [0000/0003 (0%)] Rec: 0.270, KLD: 0.008940697, Loss: 0.278923 ====> Epoch: 119 Average loss: 0.09297 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.757 ====================================================== Train Epoch: 120 [0000/0003 (0%)] Rec: 0.270, KLD: -0.017881393, Loss: 0.252044 ====> Epoch: 120 Average loss: 0.08401 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.746 ====================================================== Train Epoch: 121 [0000/0003 (0%)] Rec: 0.272, KLD: -0.020861626, Loss: 0.251244 ====> Epoch: 121 Average loss: 0.08375 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.742 ====================================================== Train Epoch: 122 [0000/0003 (0%)] Rec: 0.269, KLD: 0.011920929, Loss: 0.281322 ====> Epoch: 122 Average loss: 0.09377 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.740 ====================================================== Train Epoch: 123 [0000/0003 (0%)] Rec: 0.269, KLD: 0.005960464, Loss: 0.274649 ====> Epoch: 123 Average loss: 0.09155 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.752 ====================================================== Train Epoch: 124 [0000/0003 (0%)] Rec: 0.268, KLD: 0.041723251, Loss: 0.310043 ====> Epoch: 124 Average loss: 0.10335 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.753 ====================================================== Train Epoch: 125 [0000/0003 (0%)] Rec: 0.268, KLD: -0.008940697, Loss: 0.259544 ====> Epoch: 125 Average loss: 0.08651 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.743 ====================================================== Train Epoch: 126 [0000/0003 (0%)] Rec: 0.265, KLD: 0.059604645, Loss: 0.324371 ====> Epoch: 126 Average loss: 0.10812 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.753 ====================================================== Train Epoch: 127 [0000/0003 (0%)] Rec: 0.267, KLD: 0.002980232, Loss: 0.270159 ====> Epoch: 127 Average loss: 0.09005 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.763 ====================================================== Train Epoch: 128 [0000/0003 (0%)] Rec: 0.263, KLD: -0.000000000, Loss: 0.263346 ====> Epoch: 128 Average loss: 0.08778 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.752 ====================================================== Train Epoch: 129 [0000/0003 (0%)] Rec: 0.267, KLD: -0.047683716, Loss: 0.219371 ====> Epoch: 129 Average loss: 0.07312 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.756 ====================================================== Train Epoch: 130 [0000/0003 (0%)] Rec: 0.265, KLD: -0.014901161, Loss: 0.249816 ====> Epoch: 130 Average loss: 0.08327 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.732 ====================================================== Train Epoch: 131 [0000/0003 (0%)] Rec: 0.262, KLD: 0.005960464, Loss: 0.267508 ====> Epoch: 131 Average loss: 0.08917 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.735 ====================================================== Train Epoch: 132 [0000/0003 (0%)] Rec: 0.262, KLD: -0.044703484, Loss: 0.217742 ====> Epoch: 132 Average loss: 0.07258 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.733 ====================================================== Train Epoch: 133 [0000/0003 (0%)] Rec: 0.261, KLD: 0.017881393, Loss: 0.279334 ====> Epoch: 133 Average loss: 0.09311 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.728 ====================================================== Train Epoch: 134 [0000/0003 (0%)] Rec: 0.263, KLD: 0.014901161, Loss: 0.277827 ====> Epoch: 134 Average loss: 0.09261 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.731 ====================================================== Train Epoch: 135 [0000/0003 (0%)] Rec: 0.259, KLD: 0.005960464, Loss: 0.265460 ====> Epoch: 135 Average loss: 0.08849 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.736 ====================================================== Train Epoch: 136 [0000/0003 (0%)] Rec: 0.258, KLD: -0.000000000, Loss: 0.258030 ====> Epoch: 136 Average loss: 0.08601 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.758 ====================================================== Train Epoch: 137 [0000/0003 (0%)] Rec: 0.259, KLD: 0.020861626, Loss: 0.279703 ====> Epoch: 137 Average loss: 0.09323 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.762 ====================================================== Train Epoch: 138 [0000/0003 (0%)] Rec: 0.257, KLD: -0.000000000, Loss: 0.257118 ====> Epoch: 138 Average loss: 0.08571 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.760 ====================================================== Train Epoch: 139 [0000/0003 (0%)] Rec: 0.264, KLD: 0.005960464, Loss: 0.269920 ====> Epoch: 139 Average loss: 0.08997 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.735 ====================================================== Train Epoch: 140 [0000/0003 (0%)] Rec: 0.256, KLD: -0.000000000, Loss: 0.255601 ====> Epoch: 140 Average loss: 0.08520 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.717 ====================================================== Train Epoch: 141 [0000/0003 (0%)] Rec: 0.256, KLD: -0.002980232, Loss: 0.253437 ====> Epoch: 141 Average loss: 0.08448 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.715 ====================================================== Train Epoch: 142 [0000/0003 (0%)] Rec: 0.259, KLD: 0.014901161, Loss: 0.274127 ====> Epoch: 142 Average loss: 0.09138 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.709 ====================================================== Train Epoch: 143 [0000/0003 (0%)] Rec: 0.256, KLD: 0.005960464, Loss: 0.262106 ====> Epoch: 143 Average loss: 0.08737 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.708 ====================================================== Train Epoch: 144 [0000/0003 (0%)] Rec: 0.255, KLD: 0.020861626, Loss: 0.275875 ====> Epoch: 144 Average loss: 0.09196 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.710 ====================================================== Train Epoch: 145 [0000/0003 (0%)] Rec: 0.256, KLD: 0.023841858, Loss: 0.279469 ====> Epoch: 145 Average loss: 0.09316 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 146 [0000/0003 (0%)] Rec: 0.252, KLD: 0.029802322, Loss: 0.282131 ====> Epoch: 146 Average loss: 0.09404 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.724 ====================================================== Train Epoch: 147 [0000/0003 (0%)] Rec: 0.253, KLD: 0.035762787, Loss: 0.288548 ====> Epoch: 147 Average loss: 0.09618 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.730 ====================================================== Train Epoch: 148 [0000/0003 (0%)] Rec: 0.252, KLD: 0.029802322, Loss: 0.281895 ====> Epoch: 148 Average loss: 0.09396 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.738 ====================================================== Train Epoch: 149 [0000/0003 (0%)] Rec: 0.249, KLD: 0.044703484, Loss: 0.294082 ====> Epoch: 149 Average loss: 0.09803 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.714 ====================================================== Train Epoch: 150 [0000/0003 (0%)] Rec: 0.244, KLD: 0.035762787, Loss: 0.279630 ====> Epoch: 150 Average loss: 0.09321 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.719 ====================================================== Train Epoch: 151 [0000/0003 (0%)] Rec: 0.248, KLD: 0.014901161, Loss: 0.263035 ====> Epoch: 151 Average loss: 0.08768 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.707 ====================================================== Train Epoch: 152 [0000/0003 (0%)] Rec: 0.246, KLD: -0.000000000, Loss: 0.246253 ====> Epoch: 152 Average loss: 0.08208 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 153 [0000/0003 (0%)] Rec: 0.246, KLD: 0.014901161, Loss: 0.261361 ====> Epoch: 153 Average loss: 0.08712 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 154 [0000/0003 (0%)] Rec: 0.243, KLD: 0.032782555, Loss: 0.276240 ====> Epoch: 154 Average loss: 0.09208 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.712 ====================================================== Train Epoch: 155 [0000/0003 (0%)] Rec: 0.243, KLD: 0.011920929, Loss: 0.255287 ====> Epoch: 155 Average loss: 0.08510 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.723 ====================================================== Train Epoch: 156 [0000/0003 (0%)] Rec: 0.239, KLD: -0.008940697, Loss: 0.230431 ====> Epoch: 156 Average loss: 0.07681 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.721 ====================================================== Train Epoch: 157 [0000/0003 (0%)] Rec: 0.242, KLD: 0.008940697, Loss: 0.250586 ====> Epoch: 157 Average loss: 0.08353 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.716 ====================================================== Train Epoch: 158 [0000/0003 (0%)] Rec: 0.241, KLD: 0.011920929, Loss: 0.252872 ====> Epoch: 158 Average loss: 0.08429 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 159 [0000/0003 (0%)] Rec: 0.237, KLD: -0.008940697, Loss: 0.228397 ====> Epoch: 159 Average loss: 0.07613 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.726 ====================================================== Train Epoch: 160 [0000/0003 (0%)] Rec: 0.237, KLD: 0.011920929, Loss: 0.248459 ====> Epoch: 160 Average loss: 0.08282 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 161 [0000/0003 (0%)] Rec: 0.237, KLD: 0.026822090, Loss: 0.263597 ====> Epoch: 161 Average loss: 0.08787 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 162 [0000/0003 (0%)] Rec: 0.236, KLD: 0.008940697, Loss: 0.245035 ====> Epoch: 162 Average loss: 0.08168 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 163 [0000/0003 (0%)] Rec: 0.233, KLD: 0.017881393, Loss: 0.250821 ====> Epoch: 163 Average loss: 0.08361 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 164 [0000/0003 (0%)] Rec: 0.230, KLD: 0.002980232, Loss: 0.232782 ====> Epoch: 164 Average loss: 0.07759 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.738 ====================================================== Train Epoch: 165 [0000/0003 (0%)] Rec: 0.229, KLD: 0.035762787, Loss: 0.265013 ====> Epoch: 165 Average loss: 0.08834 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.743 ====================================================== Train Epoch: 166 [0000/0003 (0%)] Rec: 0.228, KLD: 0.008940697, Loss: 0.236778 ====> Epoch: 166 Average loss: 0.07893 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.724 ====================================================== Train Epoch: 167 [0000/0003 (0%)] Rec: 0.231, KLD: 0.020861626, Loss: 0.251495 ====> Epoch: 167 Average loss: 0.08383 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 168 [0000/0003 (0%)] Rec: 0.227, KLD: 0.026822090, Loss: 0.253342 ====> Epoch: 168 Average loss: 0.08445 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 169 [0000/0003 (0%)] Rec: 0.228, KLD: 0.047683716, Loss: 0.275315 ====> Epoch: 169 Average loss: 0.09177 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 170 [0000/0003 (0%)] Rec: 0.228, KLD: 0.002980232, Loss: 0.231365 ====> Epoch: 170 Average loss: 0.07712 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 171 [0000/0003 (0%)] Rec: 0.224, KLD: -0.059604645, Loss: 0.164540 ====> Epoch: 171 Average loss: 0.05485 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 172 [0000/0003 (0%)] Rec: 0.225, KLD: -0.020861626, Loss: 0.203712 ====> Epoch: 172 Average loss: 0.06790 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 173 [0000/0003 (0%)] Rec: 0.222, KLD: 0.020861626, Loss: 0.242410 ====> Epoch: 173 Average loss: 0.08080 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 174 [0000/0003 (0%)] Rec: 0.218, KLD: 0.020861626, Loss: 0.239216 ====> Epoch: 174 Average loss: 0.07974 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 175 [0000/0003 (0%)] Rec: 0.214, KLD: 0.026822090, Loss: 0.240848 ====> Epoch: 175 Average loss: 0.08028 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.709 ====================================================== Train Epoch: 176 [0000/0003 (0%)] Rec: 0.219, KLD: 0.008940697, Loss: 0.227589 ====> Epoch: 176 Average loss: 0.07586 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 177 [0000/0003 (0%)] Rec: 0.217, KLD: 0.017881393, Loss: 0.234780 ====> Epoch: 177 Average loss: 0.07826 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 178 [0000/0003 (0%)] Rec: 0.218, KLD: 0.002980232, Loss: 0.221466 ====> Epoch: 178 Average loss: 0.07382 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.703 ====================================================== Train Epoch: 179 [0000/0003 (0%)] Rec: 0.216, KLD: 0.002980232, Loss: 0.218927 ====> Epoch: 179 Average loss: 0.07298 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 180 [0000/0003 (0%)] Rec: 0.212, KLD: 0.020861626, Loss: 0.232369 ====> Epoch: 180 Average loss: 0.07746 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.725 ====================================================== Train Epoch: 181 [0000/0003 (0%)] Rec: 0.218, KLD: -0.002980232, Loss: 0.215159 ====> Epoch: 181 Average loss: 0.07172 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 182 [0000/0003 (0%)] Rec: 0.215, KLD: 0.023841858, Loss: 0.238579 ====> Epoch: 182 Average loss: 0.07953 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 183 [0000/0003 (0%)] Rec: 0.211, KLD: 0.020861626, Loss: 0.232263 ====> Epoch: 183 Average loss: 0.07742 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 184 [0000/0003 (0%)] Rec: 0.217, KLD: 0.017881393, Loss: 0.235194 ====> Epoch: 184 Average loss: 0.07840 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 185 [0000/0003 (0%)] Rec: 0.218, KLD: 0.029802322, Loss: 0.247406 ====> Epoch: 185 Average loss: 0.08247 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 186 [0000/0003 (0%)] Rec: 0.215, KLD: 0.041723251, Loss: 0.256858 ====> Epoch: 186 Average loss: 0.08562 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 187 [0000/0003 (0%)] Rec: 0.216, KLD: 0.041723251, Loss: 0.257493 ====> Epoch: 187 Average loss: 0.08583 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 188 [0000/0003 (0%)] Rec: 0.210, KLD: 0.002980232, Loss: 0.212896 ====> Epoch: 188 Average loss: 0.07097 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 189 [0000/0003 (0%)] Rec: 0.206, KLD: 0.035762787, Loss: 0.241489 ====> Epoch: 189 Average loss: 0.08050 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 190 [0000/0003 (0%)] Rec: 0.202, KLD: 0.002980232, Loss: 0.205293 ====> Epoch: 190 Average loss: 0.06843 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 191 [0000/0003 (0%)] Rec: 0.200, KLD: 0.017881393, Loss: 0.217932 ====> Epoch: 191 Average loss: 0.07264 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 192 [0000/0003 (0%)] Rec: 0.207, KLD: 0.014901161, Loss: 0.222269 ====> Epoch: 192 Average loss: 0.07409 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.649 ====================================================== Train Epoch: 193 [0000/0003 (0%)] Rec: 0.217, KLD: -0.035762787, Loss: 0.180945 ====> Epoch: 193 Average loss: 0.06031 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 194 [0000/0003 (0%)] Rec: 0.206, KLD: -0.000000000, Loss: 0.205591 ====> Epoch: 194 Average loss: 0.06853 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 195 [0000/0003 (0%)] Rec: 0.215, KLD: 0.035762787, Loss: 0.250405 ====> Epoch: 195 Average loss: 0.08347 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 196 [0000/0003 (0%)] Rec: 0.210, KLD: 0.038743019, Loss: 0.248701 ====> Epoch: 196 Average loss: 0.08290 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 197 [0000/0003 (0%)] Rec: 0.205, KLD: 0.026822090, Loss: 0.231987 ====> Epoch: 197 Average loss: 0.07733 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 198 [0000/0003 (0%)] Rec: 0.198, KLD: 0.035762787, Loss: 0.233373 ====> Epoch: 198 Average loss: 0.07779 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.708 ====================================================== Train Epoch: 199 [0000/0003 (0%)] Rec: 0.203, KLD: 0.002980232, Loss: 0.205749 ====> Epoch: 199 Average loss: 0.06858 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.721 ====================================================== Train Epoch: 200 [0000/0003 (0%)] Rec: 0.201, KLD: -0.029802322, Loss: 0.171416 ====> Epoch: 200 Average loss: 0.05714 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 201 [0000/0003 (0%)] Rec: 0.200, KLD: 0.026822090, Loss: 0.226804 ====> Epoch: 201 Average loss: 0.07560 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 202 [0000/0003 (0%)] Rec: 0.203, KLD: 0.020861626, Loss: 0.223720 ====> Epoch: 202 Average loss: 0.07457 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.614 ====================================================== Train Epoch: 203 [0000/0003 (0%)] Rec: 0.205, KLD: 0.011920929, Loss: 0.217358 ====> Epoch: 203 Average loss: 0.07245 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 204 [0000/0003 (0%)] Rec: 0.209, KLD: 0.014901161, Loss: 0.223534 ====> Epoch: 204 Average loss: 0.07451 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 205 [0000/0003 (0%)] Rec: 0.201, KLD: 0.005960464, Loss: 0.207190 ====> Epoch: 205 Average loss: 0.06906 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 206 [0000/0003 (0%)] Rec: 0.201, KLD: 0.041723251, Loss: 0.242781 ====> Epoch: 206 Average loss: 0.08093 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 207 [0000/0003 (0%)] Rec: 0.193, KLD: 0.005960464, Loss: 0.199387 ====> Epoch: 207 Average loss: 0.06646 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 208 [0000/0003 (0%)] Rec: 0.194, KLD: 0.017881393, Loss: 0.211882 ====> Epoch: 208 Average loss: 0.07063 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.758 ====================================================== Train Epoch: 209 [0000/0003 (0%)] Rec: 0.199, KLD: 0.011920929, Loss: 0.210632 ====> Epoch: 209 Average loss: 0.07021 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 210 [0000/0003 (0%)] Rec: 0.192, KLD: -0.038743019, Loss: 0.153359 ====> Epoch: 210 Average loss: 0.05112 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.736 ====================================================== Train Epoch: 211 [0000/0003 (0%)] Rec: 0.197, KLD: -0.017881393, Loss: 0.179516 ====> Epoch: 211 Average loss: 0.05984 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 212 [0000/0003 (0%)] Rec: 0.191, KLD: -0.026822090, Loss: 0.164004 ====> Epoch: 212 Average loss: 0.05467 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 213 [0000/0003 (0%)] Rec: 0.197, KLD: 0.023841858, Loss: 0.221214 ====> Epoch: 213 Average loss: 0.07374 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 214 [0000/0003 (0%)] Rec: 0.193, KLD: 0.005960464, Loss: 0.199222 ====> Epoch: 214 Average loss: 0.06641 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 215 [0000/0003 (0%)] Rec: 0.191, KLD: 0.017881393, Loss: 0.209343 ====> Epoch: 215 Average loss: 0.06978 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 216 [0000/0003 (0%)] Rec: 0.187, KLD: -0.011920929, Loss: 0.174649 ====> Epoch: 216 Average loss: 0.05822 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 217 [0000/0003 (0%)] Rec: 0.194, KLD: -0.005960464, Loss: 0.187560 ====> Epoch: 217 Average loss: 0.06252 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 218 [0000/0003 (0%)] Rec: 0.193, KLD: 0.008940697, Loss: 0.202221 ====> Epoch: 218 Average loss: 0.06741 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.709 ====================================================== Train Epoch: 219 [0000/0003 (0%)] Rec: 0.185, KLD: -0.002980232, Loss: 0.182174 ====> Epoch: 219 Average loss: 0.06072 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 220 [0000/0003 (0%)] Rec: 0.188, KLD: 0.005960464, Loss: 0.194396 ====> Epoch: 220 Average loss: 0.06480 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 221 [0000/0003 (0%)] Rec: 0.187, KLD: 0.008940697, Loss: 0.196414 ====> Epoch: 221 Average loss: 0.06547 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 222 [0000/0003 (0%)] Rec: 0.190, KLD: 0.035762787, Loss: 0.225707 ====> Epoch: 222 Average loss: 0.07524 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 223 [0000/0003 (0%)] Rec: 0.190, KLD: 0.002980232, Loss: 0.193252 ====> Epoch: 223 Average loss: 0.06442 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 224 [0000/0003 (0%)] Rec: 0.187, KLD: 0.032782555, Loss: 0.220088 ====> Epoch: 224 Average loss: 0.07336 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 225 [0000/0003 (0%)] Rec: 0.189, KLD: -0.005960464, Loss: 0.183152 ====> Epoch: 225 Average loss: 0.06105 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 226 [0000/0003 (0%)] Rec: 0.191, KLD: 0.005960464, Loss: 0.196795 ====> Epoch: 226 Average loss: 0.06560 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 227 [0000/0003 (0%)] Rec: 0.188, KLD: 0.002980232, Loss: 0.190968 ====> Epoch: 227 Average loss: 0.06366 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 228 [0000/0003 (0%)] Rec: 0.181, KLD: 0.011920929, Loss: 0.192615 ====> Epoch: 228 Average loss: 0.06421 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 229 [0000/0003 (0%)] Rec: 0.186, KLD: -0.005960464, Loss: 0.179953 ====> Epoch: 229 Average loss: 0.05998 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.706 ====================================================== Train Epoch: 230 [0000/0003 (0%)] Rec: 0.175, KLD: 0.029802322, Loss: 0.205152 ====> Epoch: 230 Average loss: 0.06838 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 231 [0000/0003 (0%)] Rec: 0.194, KLD: 0.017881393, Loss: 0.211816 ====> Epoch: 231 Average loss: 0.07061 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 232 [0000/0003 (0%)] Rec: 0.181, KLD: 0.017881393, Loss: 0.198680 ====> Epoch: 232 Average loss: 0.06623 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 233 [0000/0003 (0%)] Rec: 0.180, KLD: -0.008940697, Loss: 0.171035 ====> Epoch: 233 Average loss: 0.05701 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 234 [0000/0003 (0%)] Rec: 0.188, KLD: 0.008940697, Loss: 0.196942 ====> Epoch: 234 Average loss: 0.06565 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 235 [0000/0003 (0%)] Rec: 0.182, KLD: 0.005960464, Loss: 0.187694 ====> Epoch: 235 Average loss: 0.06256 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 236 [0000/0003 (0%)] Rec: 0.185, KLD: 0.029802322, Loss: 0.214584 ====> Epoch: 236 Average loss: 0.07153 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 237 [0000/0003 (0%)] Rec: 0.174, KLD: 0.014901161, Loss: 0.188437 ====> Epoch: 237 Average loss: 0.06281 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.713 ====================================================== Train Epoch: 238 [0000/0003 (0%)] Rec: 0.176, KLD: -0.000000000, Loss: 0.175890 ====> Epoch: 238 Average loss: 0.05863 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.738 ====================================================== Train Epoch: 239 [0000/0003 (0%)] Rec: 0.176, KLD: -0.020861626, Loss: 0.154721 ====> Epoch: 239 Average loss: 0.05157 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 240 [0000/0003 (0%)] Rec: 0.180, KLD: -0.011920929, Loss: 0.168325 ====> Epoch: 240 Average loss: 0.05611 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 241 [0000/0003 (0%)] Rec: 0.175, KLD: 0.008940697, Loss: 0.183628 ====> Epoch: 241 Average loss: 0.06121 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 242 [0000/0003 (0%)] Rec: 0.183, KLD: 0.008940697, Loss: 0.191566 ====> Epoch: 242 Average loss: 0.06386 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.609 ====================================================== Train Epoch: 243 [0000/0003 (0%)] Rec: 0.182, KLD: 0.005960464, Loss: 0.187794 ====> Epoch: 243 Average loss: 0.06260 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 244 [0000/0003 (0%)] Rec: 0.182, KLD: 0.020861626, Loss: 0.203113 ====> Epoch: 244 Average loss: 0.06770 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 245 [0000/0003 (0%)] Rec: 0.179, KLD: -0.005960464, Loss: 0.173287 ====> Epoch: 245 Average loss: 0.05776 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 246 [0000/0003 (0%)] Rec: 0.174, KLD: 0.032782555, Loss: 0.207192 ====> Epoch: 246 Average loss: 0.06906 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 247 [0000/0003 (0%)] Rec: 0.172, KLD: 0.002980232, Loss: 0.174638 ====> Epoch: 247 Average loss: 0.05821 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.815 ====================================================== Train Epoch: 248 [0000/0003 (0%)] Rec: 0.182, KLD: 0.017881393, Loss: 0.200170 ====> Epoch: 248 Average loss: 0.06672 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.739 ====================================================== Train Epoch: 249 [0000/0003 (0%)] Rec: 0.199, KLD: -0.020861626, Loss: 0.178548 ====> Epoch: 249 Average loss: 0.05952 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 250 [0000/0003 (0%)] Rec: 0.177, KLD: -0.017881393, Loss: 0.158916 ====> Epoch: 250 Average loss: 0.05297 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.568 ====================================================== Train Epoch: 251 [0000/0003 (0%)] Rec: 0.185, KLD: 0.005960464, Loss: 0.190805 ====> Epoch: 251 Average loss: 0.06360 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.570 ====================================================== Train Epoch: 252 [0000/0003 (0%)] Rec: 0.189, KLD: 0.020861626, Loss: 0.209419 ====> Epoch: 252 Average loss: 0.06981 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.578 ====================================================== Train Epoch: 253 [0000/0003 (0%)] Rec: 0.188, KLD: 0.017881393, Loss: 0.206019 ====> Epoch: 253 Average loss: 0.06867 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.590 ====================================================== Train Epoch: 254 [0000/0003 (0%)] Rec: 0.196, KLD: 0.005960464, Loss: 0.201884 ====> Epoch: 254 Average loss: 0.06729 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.600 ====================================================== Train Epoch: 255 [0000/0003 (0%)] Rec: 0.186, KLD: 0.011920929, Loss: 0.197540 ====> Epoch: 255 Average loss: 0.06585 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.591 ====================================================== Train Epoch: 256 [0000/0003 (0%)] Rec: 0.181, KLD: 0.017881393, Loss: 0.199144 ====> Epoch: 256 Average loss: 0.06638 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 257 [0000/0003 (0%)] Rec: 0.179, KLD: 0.014901161, Loss: 0.194150 ====> Epoch: 257 Average loss: 0.06472 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 258 [0000/0003 (0%)] Rec: 0.175, KLD: 0.011920929, Loss: 0.186940 ====> Epoch: 258 Average loss: 0.06231 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 259 [0000/0003 (0%)] Rec: 0.178, KLD: -0.000000000, Loss: 0.177541 ====> Epoch: 259 Average loss: 0.05918 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 260 [0000/0003 (0%)] Rec: 0.180, KLD: -0.014901161, Loss: 0.165055 ====> Epoch: 260 Average loss: 0.05502 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 261 [0000/0003 (0%)] Rec: 0.176, KLD: 0.008940697, Loss: 0.185072 ====> Epoch: 261 Average loss: 0.06169 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 262 [0000/0003 (0%)] Rec: 0.172, KLD: -0.011920929, Loss: 0.160148 ====> Epoch: 262 Average loss: 0.05338 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.590 ====================================================== Train Epoch: 263 [0000/0003 (0%)] Rec: 0.172, KLD: -0.005960464, Loss: 0.166027 ====> Epoch: 263 Average loss: 0.05534 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 264 [0000/0003 (0%)] Rec: 0.182, KLD: 0.005960464, Loss: 0.188219 ====> Epoch: 264 Average loss: 0.06274 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.584 ====================================================== Train Epoch: 265 [0000/0003 (0%)] Rec: 0.181, KLD: 0.050663948, Loss: 0.231940 ====> Epoch: 265 Average loss: 0.07731 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.607 ====================================================== Train Epoch: 266 [0000/0003 (0%)] Rec: 0.174, KLD: 0.044703484, Loss: 0.219069 ====> Epoch: 266 Average loss: 0.07302 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.600 ====================================================== Train Epoch: 267 [0000/0003 (0%)] Rec: 0.177, KLD: -0.014901161, Loss: 0.162009 ====> Epoch: 267 Average loss: 0.05400 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.598 ====================================================== Train Epoch: 268 [0000/0003 (0%)] Rec: 0.165, KLD: 0.005960464, Loss: 0.170950 ====> Epoch: 268 Average loss: 0.05698 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 269 [0000/0003 (0%)] Rec: 0.170, KLD: -0.029802322, Loss: 0.140101 ====> Epoch: 269 Average loss: 0.04670 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 270 [0000/0003 (0%)] Rec: 0.170, KLD: -0.000000000, Loss: 0.169810 ====> Epoch: 270 Average loss: 0.05660 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 271 [0000/0003 (0%)] Rec: 0.175, KLD: 0.008940697, Loss: 0.184350 ====> Epoch: 271 Average loss: 0.06145 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 272 [0000/0003 (0%)] Rec: 0.168, KLD: 0.026822090, Loss: 0.194918 ====> Epoch: 272 Average loss: 0.06497 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 273 [0000/0003 (0%)] Rec: 0.175, KLD: 0.008940697, Loss: 0.184209 ====> Epoch: 273 Average loss: 0.06140 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 274 [0000/0003 (0%)] Rec: 0.167, KLD: 0.011920929, Loss: 0.178435 ====> Epoch: 274 Average loss: 0.05948 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 275 [0000/0003 (0%)] Rec: 0.167, KLD: -0.023841858, Loss: 0.143647 ====> Epoch: 275 Average loss: 0.04788 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.611 ====================================================== Train Epoch: 276 [0000/0003 (0%)] Rec: 0.170, KLD: 0.017881393, Loss: 0.187567 ====> Epoch: 276 Average loss: 0.06252 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 277 [0000/0003 (0%)] Rec: 0.172, KLD: 0.029802322, Loss: 0.201972 ====> Epoch: 277 Average loss: 0.06732 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.594 ====================================================== Train Epoch: 278 [0000/0003 (0%)] Rec: 0.167, KLD: 0.038743019, Loss: 0.206040 ====> Epoch: 278 Average loss: 0.06868 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.609 ====================================================== Train Epoch: 279 [0000/0003 (0%)] Rec: 0.174, KLD: 0.005960464, Loss: 0.180250 ====> Epoch: 279 Average loss: 0.06008 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 280 [0000/0003 (0%)] Rec: 0.162, KLD: 0.014901161, Loss: 0.176994 ====> Epoch: 280 Average loss: 0.05900 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 281 [0000/0003 (0%)] Rec: 0.164, KLD: -0.005960464, Loss: 0.158226 ====> Epoch: 281 Average loss: 0.05274 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 282 [0000/0003 (0%)] Rec: 0.161, KLD: 0.002980232, Loss: 0.163598 ====> Epoch: 282 Average loss: 0.05453 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 283 [0000/0003 (0%)] Rec: 0.182, KLD: -0.011920929, Loss: 0.170267 ====> Epoch: 283 Average loss: 0.05676 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 284 [0000/0003 (0%)] Rec: 0.163, KLD: -0.008940697, Loss: 0.153645 ====> Epoch: 284 Average loss: 0.05121 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 285 [0000/0003 (0%)] Rec: 0.161, KLD: -0.000000000, Loss: 0.161426 ====> Epoch: 285 Average loss: 0.05381 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 286 [0000/0003 (0%)] Rec: 0.172, KLD: 0.026822090, Loss: 0.198682 ====> Epoch: 286 Average loss: 0.06623 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 287 [0000/0003 (0%)] Rec: 0.161, KLD: -0.000000000, Loss: 0.160530 ====> Epoch: 287 Average loss: 0.05351 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 288 [0000/0003 (0%)] Rec: 0.159, KLD: -0.005960464, Loss: 0.153122 ====> Epoch: 288 Average loss: 0.05104 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.609 ====================================================== Train Epoch: 289 [0000/0003 (0%)] Rec: 0.165, KLD: 0.005960464, Loss: 0.171122 ====> Epoch: 289 Average loss: 0.05704 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 290 [0000/0003 (0%)] Rec: 0.158, KLD: -0.008940697, Loss: 0.149020 ====> Epoch: 290 Average loss: 0.04967 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 291 [0000/0003 (0%)] Rec: 0.164, KLD: 0.020861626, Loss: 0.184707 ====> Epoch: 291 Average loss: 0.06157 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 292 [0000/0003 (0%)] Rec: 0.157, KLD: -0.017881393, Loss: 0.139151 ====> Epoch: 292 Average loss: 0.04638 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 293 [0000/0003 (0%)] Rec: 0.159, KLD: 0.005960464, Loss: 0.164531 ====> Epoch: 293 Average loss: 0.05484 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.706 ====================================================== Train Epoch: 294 [0000/0003 (0%)] Rec: 0.167, KLD: -0.029802322, Loss: 0.136824 ====> Epoch: 294 Average loss: 0.04561 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 295 [0000/0003 (0%)] Rec: 0.156, KLD: -0.014901161, Loss: 0.141412 ====> Epoch: 295 Average loss: 0.04714 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 296 [0000/0003 (0%)] Rec: 0.153, KLD: -0.017881393, Loss: 0.134777 ====> Epoch: 296 Average loss: 0.04493 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 297 [0000/0003 (0%)] Rec: 0.159, KLD: 0.023841858, Loss: 0.182850 ====> Epoch: 297 Average loss: 0.06095 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.611 ====================================================== Train Epoch: 298 [0000/0003 (0%)] Rec: 0.159, KLD: 0.038743019, Loss: 0.197647 ====> Epoch: 298 Average loss: 0.06588 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.593 ====================================================== Train Epoch: 299 [0000/0003 (0%)] Rec: 0.160, KLD: 0.026822090, Loss: 0.186678 ====> Epoch: 299 Average loss: 0.06223 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.619 ====================================================== Train Epoch: 300 [0000/0003 (0%)] Rec: 0.162, KLD: 0.038743019, Loss: 0.200722 ====> Epoch: 300 Average loss: 0.06691 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.604 ====================================================== Train Epoch: 301 [0000/0003 (0%)] Rec: 0.166, KLD: 0.005960464, Loss: 0.172212 ====> Epoch: 301 Average loss: 0.05740 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.604 ====================================================== Train Epoch: 302 [0000/0003 (0%)] Rec: 0.160, KLD: -0.008940697, Loss: 0.151551 ====> Epoch: 302 Average loss: 0.05052 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.592 ====================================================== Train Epoch: 303 [0000/0003 (0%)] Rec: 0.155, KLD: -0.008940697, Loss: 0.145973 ====> Epoch: 303 Average loss: 0.04866 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 304 [0000/0003 (0%)] Rec: 0.157, KLD: 0.014901161, Loss: 0.171918 ====> Epoch: 304 Average loss: 0.05731 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 305 [0000/0003 (0%)] Rec: 0.157, KLD: 0.020861626, Loss: 0.177503 ====> Epoch: 305 Average loss: 0.05917 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 306 [0000/0003 (0%)] Rec: 0.151, KLD: 0.029802322, Loss: 0.180818 ====> Epoch: 306 Average loss: 0.06027 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 307 [0000/0003 (0%)] Rec: 0.169, KLD: 0.002980232, Loss: 0.172371 ====> Epoch: 307 Average loss: 0.05746 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.647 ====================================================== Train Epoch: 308 [0000/0003 (0%)] Rec: 0.162, KLD: 0.005960464, Loss: 0.168455 ====> Epoch: 308 Average loss: 0.05615 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 309 [0000/0003 (0%)] Rec: 0.157, KLD: 0.014901161, Loss: 0.171626 ====> Epoch: 309 Average loss: 0.05721 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.597 ====================================================== Train Epoch: 310 [0000/0003 (0%)] Rec: 0.152, KLD: 0.011920929, Loss: 0.163921 ====> Epoch: 310 Average loss: 0.05464 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.614 ====================================================== Train Epoch: 311 [0000/0003 (0%)] Rec: 0.160, KLD: 0.020861626, Loss: 0.180714 ====> Epoch: 311 Average loss: 0.06024 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.608 ====================================================== Train Epoch: 312 [0000/0003 (0%)] Rec: 0.162, KLD: 0.005960464, Loss: 0.167580 ====> Epoch: 312 Average loss: 0.05586 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.566 ====================================================== Train Epoch: 313 [0000/0003 (0%)] Rec: 0.157, KLD: 0.020861626, Loss: 0.177978 ====> Epoch: 313 Average loss: 0.05933 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.585 ====================================================== Train Epoch: 314 [0000/0003 (0%)] Rec: 0.163, KLD: -0.000000000, Loss: 0.162646 ====> Epoch: 314 Average loss: 0.05422 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 315 [0000/0003 (0%)] Rec: 0.159, KLD: 0.008940697, Loss: 0.167796 ====> Epoch: 315 Average loss: 0.05593 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.596 ====================================================== Train Epoch: 316 [0000/0003 (0%)] Rec: 0.151, KLD: 0.014901161, Loss: 0.165924 ====> Epoch: 316 Average loss: 0.05531 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.613 ====================================================== Train Epoch: 317 [0000/0003 (0%)] Rec: 0.144, KLD: -0.020861626, Loss: 0.122676 ====> Epoch: 317 Average loss: 0.04089 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 318 [0000/0003 (0%)] Rec: 0.156, KLD: 0.014901161, Loss: 0.171192 ====> Epoch: 318 Average loss: 0.05706 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 319 [0000/0003 (0%)] Rec: 0.157, KLD: 0.005960464, Loss: 0.162701 ====> Epoch: 319 Average loss: 0.05423 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 320 [0000/0003 (0%)] Rec: 0.162, KLD: 0.020861626, Loss: 0.183121 ====> Epoch: 320 Average loss: 0.06104 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 321 [0000/0003 (0%)] Rec: 0.151, KLD: -0.005960464, Loss: 0.145315 ====> Epoch: 321 Average loss: 0.04844 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 322 [0000/0003 (0%)] Rec: 0.151, KLD: -0.014901161, Loss: 0.136125 ====> Epoch: 322 Average loss: 0.04538 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.600 ====================================================== Train Epoch: 323 [0000/0003 (0%)] Rec: 0.149, KLD: 0.017881393, Loss: 0.166992 ====> Epoch: 323 Average loss: 0.05566 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.593 ====================================================== Train Epoch: 324 [0000/0003 (0%)] Rec: 0.150, KLD: -0.023841858, Loss: 0.126055 ====> Epoch: 324 Average loss: 0.04202 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.600 ====================================================== Train Epoch: 325 [0000/0003 (0%)] Rec: 0.156, KLD: 0.002980232, Loss: 0.158846 ====> Epoch: 325 Average loss: 0.05295 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 326 [0000/0003 (0%)] Rec: 0.157, KLD: 0.023841858, Loss: 0.180916 ====> Epoch: 326 Average loss: 0.06031 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.597 ====================================================== Train Epoch: 327 [0000/0003 (0%)] Rec: 0.148, KLD: 0.008940697, Loss: 0.156689 ====> Epoch: 327 Average loss: 0.05223 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.600 ====================================================== Train Epoch: 328 [0000/0003 (0%)] Rec: 0.151, KLD: 0.008940697, Loss: 0.160209 ====> Epoch: 328 Average loss: 0.05340 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 329 [0000/0003 (0%)] Rec: 0.143, KLD: 0.011920929, Loss: 0.155198 ====> Epoch: 329 Average loss: 0.05173 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 330 [0000/0003 (0%)] Rec: 0.156, KLD: -0.017881393, Loss: 0.138040 ====> Epoch: 330 Average loss: 0.04601 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.707 ====================================================== Train Epoch: 331 [0000/0003 (0%)] Rec: 0.145, KLD: 0.014901161, Loss: 0.160193 ====> Epoch: 331 Average loss: 0.05340 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 332 [0000/0003 (0%)] Rec: 0.162, KLD: 0.020861626, Loss: 0.182829 ====> Epoch: 332 Average loss: 0.06094 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 333 [0000/0003 (0%)] Rec: 0.142, KLD: 0.017881393, Loss: 0.159835 ====> Epoch: 333 Average loss: 0.05328 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 334 [0000/0003 (0%)] Rec: 0.148, KLD: -0.008940697, Loss: 0.139284 ====> Epoch: 334 Average loss: 0.04643 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.617 ====================================================== Train Epoch: 335 [0000/0003 (0%)] Rec: 0.149, KLD: 0.038743019, Loss: 0.187886 ====> Epoch: 335 Average loss: 0.06263 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 336 [0000/0003 (0%)] Rec: 0.149, KLD: 0.029802322, Loss: 0.179162 ====> Epoch: 336 Average loss: 0.05972 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.588 ====================================================== Train Epoch: 337 [0000/0003 (0%)] Rec: 0.153, KLD: -0.014901161, Loss: 0.137785 ====> Epoch: 337 Average loss: 0.04593 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.590 ====================================================== Train Epoch: 338 [0000/0003 (0%)] Rec: 0.156, KLD: -0.005960464, Loss: 0.150352 ====> Epoch: 338 Average loss: 0.05012 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.608 ====================================================== Train Epoch: 339 [0000/0003 (0%)] Rec: 0.150, KLD: 0.011920929, Loss: 0.161681 ====> Epoch: 339 Average loss: 0.05389 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.601 ====================================================== Train Epoch: 340 [0000/0003 (0%)] Rec: 0.145, KLD: 0.008940697, Loss: 0.153933 ====> Epoch: 340 Average loss: 0.05131 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 341 [0000/0003 (0%)] Rec: 0.147, KLD: -0.005960464, Loss: 0.140856 ====> Epoch: 341 Average loss: 0.04695 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 342 [0000/0003 (0%)] Rec: 0.144, KLD: 0.014901161, Loss: 0.158575 ====> Epoch: 342 Average loss: 0.05286 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 343 [0000/0003 (0%)] Rec: 0.144, KLD: 0.002980232, Loss: 0.147330 ====> Epoch: 343 Average loss: 0.04911 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 344 [0000/0003 (0%)] Rec: 0.165, KLD: 0.011920929, Loss: 0.176666 ====> Epoch: 344 Average loss: 0.05889 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.708 ====================================================== Train Epoch: 345 [0000/0003 (0%)] Rec: 0.162, KLD: -0.008940697, Loss: 0.153167 ====> Epoch: 345 Average loss: 0.05106 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 346 [0000/0003 (0%)] Rec: 0.149, KLD: 0.020861626, Loss: 0.169667 ====> Epoch: 346 Average loss: 0.05656 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 347 [0000/0003 (0%)] Rec: 0.149, KLD: 0.011920929, Loss: 0.160675 ====> Epoch: 347 Average loss: 0.05356 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 348 [0000/0003 (0%)] Rec: 0.152, KLD: 0.014901161, Loss: 0.167367 ====> Epoch: 348 Average loss: 0.05579 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 349 [0000/0003 (0%)] Rec: 0.149, KLD: -0.026822090, Loss: 0.121701 ====> Epoch: 349 Average loss: 0.04057 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 350 [0000/0003 (0%)] Rec: 0.145, KLD: 0.005960464, Loss: 0.150534 ====> Epoch: 350 Average loss: 0.05018 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.613 ====================================================== Train Epoch: 351 [0000/0003 (0%)] Rec: 0.151, KLD: 0.044703484, Loss: 0.195694 ====> Epoch: 351 Average loss: 0.06523 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 352 [0000/0003 (0%)] Rec: 0.145, KLD: 0.008940697, Loss: 0.154006 ====> Epoch: 352 Average loss: 0.05134 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 353 [0000/0003 (0%)] Rec: 0.143, KLD: 0.020861626, Loss: 0.163777 ====> Epoch: 353 Average loss: 0.05459 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 354 [0000/0003 (0%)] Rec: 0.148, KLD: 0.002980232, Loss: 0.151454 ====> Epoch: 354 Average loss: 0.05048 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 355 [0000/0003 (0%)] Rec: 0.145, KLD: -0.017881393, Loss: 0.126954 ====> Epoch: 355 Average loss: 0.04232 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 356 [0000/0003 (0%)] Rec: 0.149, KLD: -0.000000000, Loss: 0.148588 ====> Epoch: 356 Average loss: 0.04953 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 357 [0000/0003 (0%)] Rec: 0.144, KLD: -0.000000000, Loss: 0.143716 ====> Epoch: 357 Average loss: 0.04791 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 358 [0000/0003 (0%)] Rec: 0.144, KLD: 0.041723251, Loss: 0.185297 ====> Epoch: 358 Average loss: 0.06177 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 359 [0000/0003 (0%)] Rec: 0.146, KLD: 0.002980232, Loss: 0.148494 ====> Epoch: 359 Average loss: 0.04950 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 360 [0000/0003 (0%)] Rec: 0.151, KLD: 0.014901161, Loss: 0.165468 ====> Epoch: 360 Average loss: 0.05516 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 361 [0000/0003 (0%)] Rec: 0.140, KLD: 0.014901161, Loss: 0.155080 ====> Epoch: 361 Average loss: 0.05169 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 362 [0000/0003 (0%)] Rec: 0.139, KLD: -0.017881393, Loss: 0.120875 ====> Epoch: 362 Average loss: 0.04029 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 363 [0000/0003 (0%)] Rec: 0.142, KLD: -0.017881393, Loss: 0.124456 ====> Epoch: 363 Average loss: 0.04149 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 364 [0000/0003 (0%)] Rec: 0.140, KLD: 0.020861626, Loss: 0.160479 ====> Epoch: 364 Average loss: 0.05349 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 365 [0000/0003 (0%)] Rec: 0.148, KLD: -0.020861626, Loss: 0.126885 ====> Epoch: 365 Average loss: 0.04229 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 366 [0000/0003 (0%)] Rec: 0.140, KLD: 0.014901161, Loss: 0.155198 ====> Epoch: 366 Average loss: 0.05173 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 367 [0000/0003 (0%)] Rec: 0.142, KLD: -0.014901161, Loss: 0.127017 ====> Epoch: 367 Average loss: 0.04234 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 368 [0000/0003 (0%)] Rec: 0.142, KLD: -0.000000000, Loss: 0.142387 ====> Epoch: 368 Average loss: 0.04746 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.621 ====================================================== Train Epoch: 369 [0000/0003 (0%)] Rec: 0.141, KLD: -0.014901161, Loss: 0.125698 ====> Epoch: 369 Average loss: 0.04190 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 370 [0000/0003 (0%)] Rec: 0.139, KLD: 0.026822090, Loss: 0.166122 ====> Epoch: 370 Average loss: 0.05537 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 371 [0000/0003 (0%)] Rec: 0.143, KLD: 0.020861626, Loss: 0.163668 ====> Epoch: 371 Average loss: 0.05456 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.613 ====================================================== Train Epoch: 372 [0000/0003 (0%)] Rec: 0.139, KLD: -0.000000000, Loss: 0.139063 ====> Epoch: 372 Average loss: 0.04635 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.613 ====================================================== Train Epoch: 373 [0000/0003 (0%)] Rec: 0.143, KLD: -0.000000000, Loss: 0.143411 ====> Epoch: 373 Average loss: 0.04780 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.591 ====================================================== Train Epoch: 374 [0000/0003 (0%)] Rec: 0.144, KLD: 0.020861626, Loss: 0.164812 ====> Epoch: 374 Average loss: 0.05494 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.581 ====================================================== Train Epoch: 375 [0000/0003 (0%)] Rec: 0.145, KLD: 0.017881393, Loss: 0.162518 ====> Epoch: 375 Average loss: 0.05417 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 376 [0000/0003 (0%)] Rec: 0.142, KLD: 0.023841858, Loss: 0.166003 ====> Epoch: 376 Average loss: 0.05533 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.611 ====================================================== Train Epoch: 377 [0000/0003 (0%)] Rec: 0.145, KLD: 0.008940697, Loss: 0.154144 ====> Epoch: 377 Average loss: 0.05138 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.619 ====================================================== Train Epoch: 378 [0000/0003 (0%)] Rec: 0.144, KLD: 0.029802322, Loss: 0.173981 ====> Epoch: 378 Average loss: 0.05799 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 379 [0000/0003 (0%)] Rec: 0.139, KLD: 0.035762787, Loss: 0.174696 ====> Epoch: 379 Average loss: 0.05823 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 380 [0000/0003 (0%)] Rec: 0.142, KLD: 0.056624413, Loss: 0.199025 ====> Epoch: 380 Average loss: 0.06634 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.610 ====================================================== Train Epoch: 381 [0000/0003 (0%)] Rec: 0.132, KLD: 0.002980232, Loss: 0.134860 ====> Epoch: 381 Average loss: 0.04495 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 382 [0000/0003 (0%)] Rec: 0.141, KLD: 0.020861626, Loss: 0.162075 ====> Epoch: 382 Average loss: 0.05402 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 383 [0000/0003 (0%)] Rec: 0.140, KLD: 0.008940697, Loss: 0.149422 ====> Epoch: 383 Average loss: 0.04981 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 384 [0000/0003 (0%)] Rec: 0.143, KLD: 0.017881393, Loss: 0.160655 ====> Epoch: 384 Average loss: 0.05355 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.617 ====================================================== Train Epoch: 385 [0000/0003 (0%)] Rec: 0.137, KLD: -0.014901161, Loss: 0.121745 ====> Epoch: 385 Average loss: 0.04058 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 386 [0000/0003 (0%)] Rec: 0.138, KLD: 0.026822090, Loss: 0.165286 ====> Epoch: 386 Average loss: 0.05510 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.600 ====================================================== Train Epoch: 387 [0000/0003 (0%)] Rec: 0.142, KLD: 0.002980232, Loss: 0.144493 ====> Epoch: 387 Average loss: 0.04816 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.606 ====================================================== Train Epoch: 388 [0000/0003 (0%)] Rec: 0.142, KLD: -0.002980232, Loss: 0.139023 ====> Epoch: 388 Average loss: 0.04634 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.598 ====================================================== Train Epoch: 389 [0000/0003 (0%)] Rec: 0.135, KLD: 0.002980232, Loss: 0.138119 ====> Epoch: 389 Average loss: 0.04604 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.608 ====================================================== Train Epoch: 390 [0000/0003 (0%)] Rec: 0.141, KLD: 0.014901161, Loss: 0.155805 ====> Epoch: 390 Average loss: 0.05194 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 391 [0000/0003 (0%)] Rec: 0.135, KLD: 0.005960464, Loss: 0.140526 ====> Epoch: 391 Average loss: 0.04684 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 392 [0000/0003 (0%)] Rec: 0.137, KLD: -0.020861626, Loss: 0.115953 ====> Epoch: 392 Average loss: 0.03865 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 393 [0000/0003 (0%)] Rec: 0.140, KLD: 0.002980232, Loss: 0.142855 ====> Epoch: 393 Average loss: 0.04762 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 394 [0000/0003 (0%)] Rec: 0.134, KLD: -0.008940697, Loss: 0.125231 ====> Epoch: 394 Average loss: 0.04174 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 395 [0000/0003 (0%)] Rec: 0.136, KLD: 0.026822090, Loss: 0.162668 ====> Epoch: 395 Average loss: 0.05422 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.607 ====================================================== Train Epoch: 396 [0000/0003 (0%)] Rec: 0.136, KLD: 0.008940697, Loss: 0.144824 ====> Epoch: 396 Average loss: 0.04827 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.598 ====================================================== Train Epoch: 397 [0000/0003 (0%)] Rec: 0.143, KLD: 0.050663948, Loss: 0.194152 ====> Epoch: 397 Average loss: 0.06472 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.604 ====================================================== Train Epoch: 398 [0000/0003 (0%)] Rec: 0.143, KLD: 0.005960464, Loss: 0.149421 ====> Epoch: 398 Average loss: 0.04981 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.587 ====================================================== Train Epoch: 399 [0000/0003 (0%)] Rec: 0.143, KLD: 0.008940697, Loss: 0.152126 ====> Epoch: 399 Average loss: 0.05071 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.617 ====================================================== Train Epoch: 400 [0000/0003 (0%)] Rec: 0.139, KLD: 0.029802322, Loss: 0.169026 ====> Epoch: 400 Average loss: 0.05634 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 401 [0000/0003 (0%)] Rec: 0.138, KLD: -0.017881393, Loss: 0.120084 ====> Epoch: 401 Average loss: 0.04003 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 402 [0000/0003 (0%)] Rec: 0.140, KLD: 0.023841858, Loss: 0.163561 ====> Epoch: 402 Average loss: 0.05452 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 403 [0000/0003 (0%)] Rec: 0.136, KLD: 0.023841858, Loss: 0.159945 ====> Epoch: 403 Average loss: 0.05332 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 404 [0000/0003 (0%)] Rec: 0.140, KLD: 0.023841858, Loss: 0.163980 ====> Epoch: 404 Average loss: 0.05466 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 405 [0000/0003 (0%)] Rec: 0.131, KLD: 0.020861626, Loss: 0.151905 ====> Epoch: 405 Average loss: 0.05063 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 406 [0000/0003 (0%)] Rec: 0.141, KLD: -0.011920929, Loss: 0.129445 ====> Epoch: 406 Average loss: 0.04315 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.606 ====================================================== Train Epoch: 407 [0000/0003 (0%)] Rec: 0.135, KLD: 0.023841858, Loss: 0.158910 ====> Epoch: 407 Average loss: 0.05297 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 408 [0000/0003 (0%)] Rec: 0.138, KLD: 0.014901161, Loss: 0.152861 ====> Epoch: 408 Average loss: 0.05095 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.610 ====================================================== Train Epoch: 409 [0000/0003 (0%)] Rec: 0.134, KLD: 0.029802322, Loss: 0.164094 ====> Epoch: 409 Average loss: 0.05470 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 410 [0000/0003 (0%)] Rec: 0.136, KLD: 0.008940697, Loss: 0.144867 ====> Epoch: 410 Average loss: 0.04829 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.609 ====================================================== Train Epoch: 411 [0000/0003 (0%)] Rec: 0.137, KLD: 0.002980232, Loss: 0.139663 ====> Epoch: 411 Average loss: 0.04655 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.621 ====================================================== Train Epoch: 412 [0000/0003 (0%)] Rec: 0.133, KLD: 0.011920929, Loss: 0.145097 ====> Epoch: 412 Average loss: 0.04837 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 413 [0000/0003 (0%)] Rec: 0.139, KLD: 0.032782555, Loss: 0.171954 ====> Epoch: 413 Average loss: 0.05732 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 414 [0000/0003 (0%)] Rec: 0.131, KLD: 0.035762787, Loss: 0.166671 ====> Epoch: 414 Average loss: 0.05556 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.592 ====================================================== Train Epoch: 415 [0000/0003 (0%)] Rec: 0.135, KLD: 0.020861626, Loss: 0.155529 ====> Epoch: 415 Average loss: 0.05184 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.603 ====================================================== Train Epoch: 416 [0000/0003 (0%)] Rec: 0.137, KLD: -0.017881393, Loss: 0.119282 ====> Epoch: 416 Average loss: 0.03976 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.593 ====================================================== Train Epoch: 417 [0000/0003 (0%)] Rec: 0.132, KLD: -0.005960464, Loss: 0.125965 ====> Epoch: 417 Average loss: 0.04199 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 418 [0000/0003 (0%)] Rec: 0.137, KLD: 0.008940697, Loss: 0.146037 ====> Epoch: 418 Average loss: 0.04868 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.619 ====================================================== Train Epoch: 419 [0000/0003 (0%)] Rec: 0.133, KLD: 0.038743019, Loss: 0.172039 ====> Epoch: 419 Average loss: 0.05735 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 420 [0000/0003 (0%)] Rec: 0.130, KLD: 0.026822090, Loss: 0.156581 ====> Epoch: 420 Average loss: 0.05219 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 421 [0000/0003 (0%)] Rec: 0.133, KLD: 0.029802322, Loss: 0.162536 ====> Epoch: 421 Average loss: 0.05418 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.702 ====================================================== Train Epoch: 422 [0000/0003 (0%)] Rec: 0.136, KLD: -0.026822090, Loss: 0.108910 ====> Epoch: 422 Average loss: 0.03630 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 423 [0000/0003 (0%)] Rec: 0.133, KLD: -0.002980232, Loss: 0.130424 ====> Epoch: 423 Average loss: 0.04347 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 424 [0000/0003 (0%)] Rec: 0.134, KLD: 0.011920929, Loss: 0.145469 ====> Epoch: 424 Average loss: 0.04849 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.607 ====================================================== Train Epoch: 425 [0000/0003 (0%)] Rec: 0.139, KLD: 0.026822090, Loss: 0.165409 ====> Epoch: 425 Average loss: 0.05514 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.598 ====================================================== Train Epoch: 426 [0000/0003 (0%)] Rec: 0.136, KLD: 0.014901161, Loss: 0.150897 ====> Epoch: 426 Average loss: 0.05030 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.585 ====================================================== Train Epoch: 427 [0000/0003 (0%)] Rec: 0.132, KLD: 0.014901161, Loss: 0.147072 ====> Epoch: 427 Average loss: 0.04902 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.602 ====================================================== Train Epoch: 428 [0000/0003 (0%)] Rec: 0.139, KLD: 0.005960464, Loss: 0.144601 ====> Epoch: 428 Average loss: 0.04820 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.609 ====================================================== Train Epoch: 429 [0000/0003 (0%)] Rec: 0.133, KLD: 0.002980232, Loss: 0.136454 ====> Epoch: 429 Average loss: 0.04548 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 430 [0000/0003 (0%)] Rec: 0.138, KLD: 0.029802322, Loss: 0.167542 ====> Epoch: 430 Average loss: 0.05585 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 431 [0000/0003 (0%)] Rec: 0.131, KLD: 0.011920929, Loss: 0.143254 ====> Epoch: 431 Average loss: 0.04775 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 432 [0000/0003 (0%)] Rec: 0.132, KLD: -0.000000000, Loss: 0.132405 ====> Epoch: 432 Average loss: 0.04414 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.649 ====================================================== Train Epoch: 433 [0000/0003 (0%)] Rec: 0.131, KLD: 0.029802322, Loss: 0.160930 ====> Epoch: 433 Average loss: 0.05364 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 434 [0000/0003 (0%)] Rec: 0.131, KLD: -0.002980232, Loss: 0.127924 ====> Epoch: 434 Average loss: 0.04264 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.605 ====================================================== Train Epoch: 435 [0000/0003 (0%)] Rec: 0.134, KLD: 0.002980232, Loss: 0.136607 ====> Epoch: 435 Average loss: 0.04554 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.607 ====================================================== Train Epoch: 436 [0000/0003 (0%)] Rec: 0.132, KLD: 0.023841858, Loss: 0.155996 ====> Epoch: 436 Average loss: 0.05200 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.605 ====================================================== Train Epoch: 437 [0000/0003 (0%)] Rec: 0.125, KLD: -0.017881393, Loss: 0.107486 ====> Epoch: 437 Average loss: 0.03583 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 438 [0000/0003 (0%)] Rec: 0.136, KLD: 0.035762787, Loss: 0.171364 ====> Epoch: 438 Average loss: 0.05712 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.602 ====================================================== Train Epoch: 439 [0000/0003 (0%)] Rec: 0.131, KLD: -0.002980232, Loss: 0.128171 ====> Epoch: 439 Average loss: 0.04272 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.608 ====================================================== Train Epoch: 440 [0000/0003 (0%)] Rec: 0.131, KLD: -0.011920929, Loss: 0.118978 ====> Epoch: 440 Average loss: 0.03966 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 441 [0000/0003 (0%)] Rec: 0.131, KLD: -0.020861626, Loss: 0.110270 ====> Epoch: 441 Average loss: 0.03676 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 442 [0000/0003 (0%)] Rec: 0.132, KLD: -0.023841858, Loss: 0.108316 ====> Epoch: 442 Average loss: 0.03611 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 443 [0000/0003 (0%)] Rec: 0.129, KLD: -0.005960464, Loss: 0.122865 ====> Epoch: 443 Average loss: 0.04096 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 444 [0000/0003 (0%)] Rec: 0.131, KLD: -0.020861626, Loss: 0.110246 ====> Epoch: 444 Average loss: 0.03675 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 445 [0000/0003 (0%)] Rec: 0.135, KLD: 0.005960464, Loss: 0.141223 ====> Epoch: 445 Average loss: 0.04707 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 446 [0000/0003 (0%)] Rec: 0.127, KLD: 0.041723251, Loss: 0.168792 ====> Epoch: 446 Average loss: 0.05626 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.599 ====================================================== Train Epoch: 447 [0000/0003 (0%)] Rec: 0.136, KLD: 0.005960464, Loss: 0.142403 ====> Epoch: 447 Average loss: 0.04747 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.597 ====================================================== Train Epoch: 448 [0000/0003 (0%)] Rec: 0.131, KLD: 0.038743019, Loss: 0.169420 ====> Epoch: 448 Average loss: 0.05647 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.611 ====================================================== Train Epoch: 449 [0000/0003 (0%)] Rec: 0.133, KLD: 0.005960464, Loss: 0.138676 ====> Epoch: 449 Average loss: 0.04623 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 450 [0000/0003 (0%)] Rec: 0.130, KLD: 0.020861626, Loss: 0.150782 ====> Epoch: 450 Average loss: 0.05026 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 451 [0000/0003 (0%)] Rec: 0.130, KLD: -0.008940697, Loss: 0.120765 ====> Epoch: 451 Average loss: 0.04025 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 452 [0000/0003 (0%)] Rec: 0.127, KLD: -0.011920929, Loss: 0.114891 ====> Epoch: 452 Average loss: 0.03830 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 453 [0000/0003 (0%)] Rec: 0.130, KLD: 0.002980232, Loss: 0.133347 ====> Epoch: 453 Average loss: 0.04445 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 454 [0000/0003 (0%)] Rec: 0.126, KLD: 0.026822090, Loss: 0.152828 ====> Epoch: 454 Average loss: 0.05094 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 455 [0000/0003 (0%)] Rec: 0.127, KLD: 0.044703484, Loss: 0.171344 ====> Epoch: 455 Average loss: 0.05711 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 456 [0000/0003 (0%)] Rec: 0.133, KLD: -0.005960464, Loss: 0.127161 ====> Epoch: 456 Average loss: 0.04239 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 457 [0000/0003 (0%)] Rec: 0.134, KLD: 0.014901161, Loss: 0.148813 ====> Epoch: 457 Average loss: 0.04960 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 458 [0000/0003 (0%)] Rec: 0.131, KLD: 0.002980232, Loss: 0.133640 ====> Epoch: 458 Average loss: 0.04455 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 459 [0000/0003 (0%)] Rec: 0.129, KLD: 0.008940697, Loss: 0.137668 ====> Epoch: 459 Average loss: 0.04589 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.605 ====================================================== Train Epoch: 460 [0000/0003 (0%)] Rec: 0.127, KLD: 0.002980232, Loss: 0.129988 ====> Epoch: 460 Average loss: 0.04333 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 461 [0000/0003 (0%)] Rec: 0.125, KLD: 0.017881393, Loss: 0.143354 ====> Epoch: 461 Average loss: 0.04778 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 462 [0000/0003 (0%)] Rec: 0.129, KLD: 0.002980232, Loss: 0.132068 ====> Epoch: 462 Average loss: 0.04402 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 463 [0000/0003 (0%)] Rec: 0.123, KLD: -0.047683716, Loss: 0.075016 ====> Epoch: 463 Average loss: 0.02501 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 464 [0000/0003 (0%)] Rec: 0.123, KLD: -0.008940697, Loss: 0.114193 ====> Epoch: 464 Average loss: 0.03806 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 465 [0000/0003 (0%)] Rec: 0.122, KLD: 0.002980232, Loss: 0.125252 ====> Epoch: 465 Average loss: 0.04175 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 466 [0000/0003 (0%)] Rec: 0.125, KLD: 0.014901161, Loss: 0.139988 ====> Epoch: 466 Average loss: 0.04666 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 467 [0000/0003 (0%)] Rec: 0.126, KLD: 0.029802322, Loss: 0.155584 ====> Epoch: 467 Average loss: 0.05186 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 468 [0000/0003 (0%)] Rec: 0.128, KLD: 0.023841858, Loss: 0.152036 ====> Epoch: 468 Average loss: 0.05068 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.603 ====================================================== Train Epoch: 469 [0000/0003 (0%)] Rec: 0.130, KLD: 0.023841858, Loss: 0.153657 ====> Epoch: 469 Average loss: 0.05122 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.619 ====================================================== Train Epoch: 470 [0000/0003 (0%)] Rec: 0.125, KLD: -0.000000000, Loss: 0.124871 ====> Epoch: 470 Average loss: 0.04162 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 471 [0000/0003 (0%)] Rec: 0.124, KLD: 0.020861626, Loss: 0.144502 ====> Epoch: 471 Average loss: 0.04817 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 472 [0000/0003 (0%)] Rec: 0.125, KLD: -0.002980232, Loss: 0.121658 ====> Epoch: 472 Average loss: 0.04055 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 473 [0000/0003 (0%)] Rec: 0.128, KLD: 0.041723251, Loss: 0.170177 ====> Epoch: 473 Average loss: 0.05673 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.611 ====================================================== Train Epoch: 474 [0000/0003 (0%)] Rec: 0.122, KLD: 0.002980232, Loss: 0.124981 ====> Epoch: 474 Average loss: 0.04166 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.598 ====================================================== Train Epoch: 475 [0000/0003 (0%)] Rec: 0.127, KLD: 0.011920929, Loss: 0.139090 ====> Epoch: 475 Average loss: 0.04636 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.594 ====================================================== Train Epoch: 476 [0000/0003 (0%)] Rec: 0.132, KLD: -0.000000000, Loss: 0.131625 ====> Epoch: 476 Average loss: 0.04387 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.588 ====================================================== Train Epoch: 477 [0000/0003 (0%)] Rec: 0.130, KLD: 0.014901161, Loss: 0.144852 ====> Epoch: 477 Average loss: 0.04828 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.609 ====================================================== Train Epoch: 478 [0000/0003 (0%)] Rec: 0.128, KLD: -0.020861626, Loss: 0.106991 ====> Epoch: 478 Average loss: 0.03566 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 479 [0000/0003 (0%)] Rec: 0.121, KLD: 0.023841858, Loss: 0.144586 ====> Epoch: 479 Average loss: 0.04820 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 480 [0000/0003 (0%)] Rec: 0.136, KLD: 0.008940697, Loss: 0.145300 ====> Epoch: 480 Average loss: 0.04843 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 481 [0000/0003 (0%)] Rec: 0.126, KLD: -0.008940697, Loss: 0.117141 ====> Epoch: 481 Average loss: 0.03905 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 482 [0000/0003 (0%)] Rec: 0.124, KLD: 0.005960464, Loss: 0.129685 ====> Epoch: 482 Average loss: 0.04323 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 483 [0000/0003 (0%)] Rec: 0.124, KLD: -0.011920929, Loss: 0.112289 ====> Epoch: 483 Average loss: 0.03743 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.621 ====================================================== Train Epoch: 484 [0000/0003 (0%)] Rec: 0.124, KLD: 0.011920929, Loss: 0.136084 ====> Epoch: 484 Average loss: 0.04536 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.604 ====================================================== Train Epoch: 485 [0000/0003 (0%)] Rec: 0.126, KLD: 0.014901161, Loss: 0.141256 ====> Epoch: 485 Average loss: 0.04709 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.603 ====================================================== Train Epoch: 486 [0000/0003 (0%)] Rec: 0.121, KLD: 0.017881393, Loss: 0.139167 ====> Epoch: 486 Average loss: 0.04639 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 487 [0000/0003 (0%)] Rec: 0.123, KLD: 0.026822090, Loss: 0.149594 ====> Epoch: 487 Average loss: 0.04986 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 488 [0000/0003 (0%)] Rec: 0.125, KLD: 0.002980232, Loss: 0.128155 ====> Epoch: 488 Average loss: 0.04272 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 489 [0000/0003 (0%)] Rec: 0.124, KLD: 0.005960464, Loss: 0.129694 ====> Epoch: 489 Average loss: 0.04323 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 490 [0000/0003 (0%)] Rec: 0.123, KLD: -0.038743019, Loss: 0.084336 ====> Epoch: 490 Average loss: 0.02811 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 491 [0000/0003 (0%)] Rec: 0.125, KLD: 0.008940697, Loss: 0.133871 ====> Epoch: 491 Average loss: 0.04462 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.614 ====================================================== Train Epoch: 492 [0000/0003 (0%)] Rec: 0.125, KLD: 0.029802322, Loss: 0.155257 ====> Epoch: 492 Average loss: 0.05175 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 493 [0000/0003 (0%)] Rec: 0.124, KLD: 0.005960464, Loss: 0.129525 ====> Epoch: 493 Average loss: 0.04318 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 494 [0000/0003 (0%)] Rec: 0.121, KLD: 0.014901161, Loss: 0.135638 ====> Epoch: 494 Average loss: 0.04521 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 495 [0000/0003 (0%)] Rec: 0.123, KLD: -0.000000000, Loss: 0.123044 ====> Epoch: 495 Average loss: 0.04101 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 496 [0000/0003 (0%)] Rec: 0.124, KLD: 0.014901161, Loss: 0.139009 ====> Epoch: 496 Average loss: 0.04634 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 497 [0000/0003 (0%)] Rec: 0.125, KLD: 0.017881393, Loss: 0.142755 ====> Epoch: 497 Average loss: 0.04758 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 498 [0000/0003 (0%)] Rec: 0.121, KLD: 0.032782555, Loss: 0.153940 ====> Epoch: 498 Average loss: 0.05131 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 499 [0000/0003 (0%)] Rec: 0.127, KLD: 0.020861626, Loss: 0.147618 ====> Epoch: 499 Average loss: 0.04921 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.614 ====================================================== Train Epoch: 500 [0000/0003 (0%)] Rec: 0.120, KLD: 0.020861626, Loss: 0.141352 ====> Epoch: 500 Average loss: 0.04712 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.593 ====================================================== Train Epoch: 501 [0000/0003 (0%)] Rec: 0.120, KLD: 0.008940697, Loss: 0.129026 ====> Epoch: 501 Average loss: 0.04301 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 502 [0000/0003 (0%)] Rec: 0.120, KLD: 0.017881393, Loss: 0.137424 ====> Epoch: 502 Average loss: 0.04581 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.613 ====================================================== Train Epoch: 503 [0000/0003 (0%)] Rec: 0.120, KLD: -0.017881393, Loss: 0.102295 ====> Epoch: 503 Average loss: 0.03410 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 504 [0000/0003 (0%)] Rec: 0.119, KLD: 0.023841858, Loss: 0.142667 ====> Epoch: 504 Average loss: 0.04756 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 505 [0000/0003 (0%)] Rec: 0.122, KLD: 0.023841858, Loss: 0.145866 ====> Epoch: 505 Average loss: 0.04862 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 506 [0000/0003 (0%)] Rec: 0.132, KLD: -0.017881393, Loss: 0.113822 ====> Epoch: 506 Average loss: 0.03794 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 507 [0000/0003 (0%)] Rec: 0.125, KLD: 0.059604645, Loss: 0.184611 ====> Epoch: 507 Average loss: 0.06154 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 508 [0000/0003 (0%)] Rec: 0.120, KLD: -0.008940697, Loss: 0.111072 ====> Epoch: 508 Average loss: 0.03702 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 509 [0000/0003 (0%)] Rec: 0.125, KLD: 0.023841858, Loss: 0.149105 ====> Epoch: 509 Average loss: 0.04970 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.611 ====================================================== Train Epoch: 510 [0000/0003 (0%)] Rec: 0.122, KLD: -0.002980232, Loss: 0.118868 ====> Epoch: 510 Average loss: 0.03962 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.617 ====================================================== Train Epoch: 511 [0000/0003 (0%)] Rec: 0.118, KLD: 0.014901161, Loss: 0.132757 ====> Epoch: 511 Average loss: 0.04425 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 512 [0000/0003 (0%)] Rec: 0.121, KLD: 0.017881393, Loss: 0.138676 ====> Epoch: 512 Average loss: 0.04623 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 513 [0000/0003 (0%)] Rec: 0.121, KLD: -0.017881393, Loss: 0.103317 ====> Epoch: 513 Average loss: 0.03444 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 514 [0000/0003 (0%)] Rec: 0.123, KLD: 0.011920929, Loss: 0.135214 ====> Epoch: 514 Average loss: 0.04507 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 515 [0000/0003 (0%)] Rec: 0.120, KLD: 0.005960464, Loss: 0.125761 ====> Epoch: 515 Average loss: 0.04192 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 516 [0000/0003 (0%)] Rec: 0.118, KLD: 0.008940697, Loss: 0.126933 ====> Epoch: 516 Average loss: 0.04231 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 517 [0000/0003 (0%)] Rec: 0.129, KLD: 0.023841858, Loss: 0.153045 ====> Epoch: 517 Average loss: 0.05102 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 518 [0000/0003 (0%)] Rec: 0.114, KLD: 0.020861626, Loss: 0.135271 ====> Epoch: 518 Average loss: 0.04509 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.607 ====================================================== Train Epoch: 519 [0000/0003 (0%)] Rec: 0.120, KLD: 0.002980232, Loss: 0.122642 ====> Epoch: 519 Average loss: 0.04088 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 520 [0000/0003 (0%)] Rec: 0.119, KLD: -0.005960464, Loss: 0.112945 ====> Epoch: 520 Average loss: 0.03765 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 521 [0000/0003 (0%)] Rec: 0.125, KLD: -0.000000000, Loss: 0.125115 ====> Epoch: 521 Average loss: 0.04171 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 522 [0000/0003 (0%)] Rec: 0.121, KLD: -0.008940697, Loss: 0.112297 ====> Epoch: 522 Average loss: 0.03743 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 523 [0000/0003 (0%)] Rec: 0.117, KLD: 0.032782555, Loss: 0.150250 ====> Epoch: 523 Average loss: 0.05008 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 524 [0000/0003 (0%)] Rec: 0.120, KLD: -0.011920929, Loss: 0.108047 ====> Epoch: 524 Average loss: 0.03602 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 525 [0000/0003 (0%)] Rec: 0.126, KLD: 0.005960464, Loss: 0.131488 ====> Epoch: 525 Average loss: 0.04383 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 526 [0000/0003 (0%)] Rec: 0.119, KLD: 0.008940697, Loss: 0.128182 ====> Epoch: 526 Average loss: 0.04273 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 527 [0000/0003 (0%)] Rec: 0.119, KLD: 0.026822090, Loss: 0.145822 ====> Epoch: 527 Average loss: 0.04861 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 528 [0000/0003 (0%)] Rec: 0.121, KLD: 0.029802322, Loss: 0.150562 ====> Epoch: 528 Average loss: 0.05019 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 529 [0000/0003 (0%)] Rec: 0.120, KLD: -0.014901161, Loss: 0.105388 ====> Epoch: 529 Average loss: 0.03513 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 530 [0000/0003 (0%)] Rec: 0.119, KLD: -0.000000000, Loss: 0.119319 ====> Epoch: 530 Average loss: 0.03977 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 531 [0000/0003 (0%)] Rec: 0.114, KLD: 0.005960464, Loss: 0.120413 ====> Epoch: 531 Average loss: 0.04014 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 532 [0000/0003 (0%)] Rec: 0.121, KLD: -0.008940697, Loss: 0.111562 ====> Epoch: 532 Average loss: 0.03719 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 533 [0000/0003 (0%)] Rec: 0.121, KLD: -0.002980232, Loss: 0.117549 ====> Epoch: 533 Average loss: 0.03918 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.604 ====================================================== Train Epoch: 534 [0000/0003 (0%)] Rec: 0.119, KLD: -0.014901161, Loss: 0.103873 ====> Epoch: 534 Average loss: 0.03462 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 535 [0000/0003 (0%)] Rec: 0.119, KLD: 0.002980232, Loss: 0.122196 ====> Epoch: 535 Average loss: 0.04073 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.607 ====================================================== Train Epoch: 536 [0000/0003 (0%)] Rec: 0.116, KLD: 0.038743019, Loss: 0.154963 ====> Epoch: 536 Average loss: 0.05165 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 537 [0000/0003 (0%)] Rec: 0.121, KLD: 0.026822090, Loss: 0.147331 ====> Epoch: 537 Average loss: 0.04911 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 538 [0000/0003 (0%)] Rec: 0.118, KLD: -0.000000000, Loss: 0.117659 ====> Epoch: 538 Average loss: 0.03922 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 539 [0000/0003 (0%)] Rec: 0.122, KLD: 0.011920929, Loss: 0.133606 ====> Epoch: 539 Average loss: 0.04454 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 540 [0000/0003 (0%)] Rec: 0.123, KLD: -0.000000000, Loss: 0.122562 ====> Epoch: 540 Average loss: 0.04085 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 541 [0000/0003 (0%)] Rec: 0.116, KLD: -0.032782555, Loss: 0.083218 ====> Epoch: 541 Average loss: 0.02774 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.585 ====================================================== Train Epoch: 542 [0000/0003 (0%)] Rec: 0.121, KLD: 0.029802322, Loss: 0.150753 ====> Epoch: 542 Average loss: 0.05025 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.598 ====================================================== Train Epoch: 543 [0000/0003 (0%)] Rec: 0.121, KLD: -0.002980232, Loss: 0.118061 ====> Epoch: 543 Average loss: 0.03935 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.583 ====================================================== Train Epoch: 544 [0000/0003 (0%)] Rec: 0.122, KLD: 0.005960464, Loss: 0.128053 ====> Epoch: 544 Average loss: 0.04268 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 545 [0000/0003 (0%)] Rec: 0.120, KLD: 0.002980232, Loss: 0.122802 ====> Epoch: 545 Average loss: 0.04093 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 546 [0000/0003 (0%)] Rec: 0.117, KLD: -0.035762787, Loss: 0.081341 ====> Epoch: 546 Average loss: 0.02711 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.705 ====================================================== Train Epoch: 547 [0000/0003 (0%)] Rec: 0.142, KLD: 0.020861626, Loss: 0.162382 ====> Epoch: 547 Average loss: 0.05413 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 548 [0000/0003 (0%)] Rec: 0.121, KLD: -0.008940697, Loss: 0.111929 ====> Epoch: 548 Average loss: 0.03731 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 549 [0000/0003 (0%)] Rec: 0.118, KLD: -0.000000000, Loss: 0.117802 ====> Epoch: 549 Average loss: 0.03927 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 550 [0000/0003 (0%)] Rec: 0.130, KLD: -0.014901161, Loss: 0.114714 ====> Epoch: 550 Average loss: 0.03824 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 551 [0000/0003 (0%)] Rec: 0.122, KLD: -0.005960464, Loss: 0.116086 ====> Epoch: 551 Average loss: 0.03870 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.610 ====================================================== Train Epoch: 552 [0000/0003 (0%)] Rec: 0.120, KLD: 0.020861626, Loss: 0.140542 ====> Epoch: 552 Average loss: 0.04685 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 553 [0000/0003 (0%)] Rec: 0.121, KLD: 0.023841858, Loss: 0.144716 ====> Epoch: 553 Average loss: 0.04824 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 554 [0000/0003 (0%)] Rec: 0.124, KLD: -0.002980232, Loss: 0.120554 ====> Epoch: 554 Average loss: 0.04018 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 555 [0000/0003 (0%)] Rec: 0.123, KLD: -0.000000000, Loss: 0.122801 ====> Epoch: 555 Average loss: 0.04093 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 556 [0000/0003 (0%)] Rec: 0.115, KLD: 0.014901161, Loss: 0.130262 ====> Epoch: 556 Average loss: 0.04342 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.617 ====================================================== Train Epoch: 557 [0000/0003 (0%)] Rec: 0.120, KLD: -0.032782555, Loss: 0.087400 ====> Epoch: 557 Average loss: 0.02913 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 558 [0000/0003 (0%)] Rec: 0.119, KLD: -0.014901161, Loss: 0.103982 ====> Epoch: 558 Average loss: 0.03466 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.621 ====================================================== Train Epoch: 559 [0000/0003 (0%)] Rec: 0.120, KLD: -0.002980232, Loss: 0.117001 ====> Epoch: 559 Average loss: 0.03900 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.607 ====================================================== Train Epoch: 560 [0000/0003 (0%)] Rec: 0.116, KLD: -0.026822090, Loss: 0.089259 ====> Epoch: 560 Average loss: 0.02975 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 561 [0000/0003 (0%)] Rec: 0.114, KLD: 0.017881393, Loss: 0.131576 ====> Epoch: 561 Average loss: 0.04386 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 562 [0000/0003 (0%)] Rec: 0.120, KLD: 0.020861626, Loss: 0.140577 ====> Epoch: 562 Average loss: 0.04686 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 563 [0000/0003 (0%)] Rec: 0.118, KLD: -0.005960464, Loss: 0.112082 ====> Epoch: 563 Average loss: 0.03736 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 564 [0000/0003 (0%)] Rec: 0.118, KLD: 0.038743019, Loss: 0.157233 ====> Epoch: 564 Average loss: 0.05241 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 565 [0000/0003 (0%)] Rec: 0.117, KLD: -0.011920929, Loss: 0.104988 ====> Epoch: 565 Average loss: 0.03500 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 566 [0000/0003 (0%)] Rec: 0.119, KLD: 0.011920929, Loss: 0.130666 ====> Epoch: 566 Average loss: 0.04356 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 567 [0000/0003 (0%)] Rec: 0.119, KLD: -0.011920929, Loss: 0.106751 ====> Epoch: 567 Average loss: 0.03558 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 568 [0000/0003 (0%)] Rec: 0.118, KLD: -0.005960464, Loss: 0.111902 ====> Epoch: 568 Average loss: 0.03730 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 569 [0000/0003 (0%)] Rec: 0.120, KLD: -0.011920929, Loss: 0.108413 ====> Epoch: 569 Average loss: 0.03614 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 570 [0000/0003 (0%)] Rec: 0.116, KLD: 0.023841858, Loss: 0.139345 ====> Epoch: 570 Average loss: 0.04645 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 571 [0000/0003 (0%)] Rec: 0.118, KLD: 0.005960464, Loss: 0.123495 ====> Epoch: 571 Average loss: 0.04117 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 572 [0000/0003 (0%)] Rec: 0.126, KLD: -0.000000000, Loss: 0.125674 ====> Epoch: 572 Average loss: 0.04189 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 573 [0000/0003 (0%)] Rec: 0.121, KLD: -0.000000000, Loss: 0.120864 ====> Epoch: 573 Average loss: 0.04029 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 574 [0000/0003 (0%)] Rec: 0.118, KLD: -0.011920929, Loss: 0.105827 ====> Epoch: 574 Average loss: 0.03528 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.600 ====================================================== Train Epoch: 575 [0000/0003 (0%)] Rec: 0.116, KLD: 0.029802322, Loss: 0.145535 ====> Epoch: 575 Average loss: 0.04851 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.603 ====================================================== Train Epoch: 576 [0000/0003 (0%)] Rec: 0.119, KLD: 0.050663948, Loss: 0.170091 ====> Epoch: 576 Average loss: 0.05670 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.609 ====================================================== Train Epoch: 577 [0000/0003 (0%)] Rec: 0.126, KLD: -0.020861626, Loss: 0.104716 ====> Epoch: 577 Average loss: 0.03491 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 578 [0000/0003 (0%)] Rec: 0.116, KLD: 0.005960464, Loss: 0.122404 ====> Epoch: 578 Average loss: 0.04080 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 579 [0000/0003 (0%)] Rec: 0.118, KLD: -0.005960464, Loss: 0.111575 ====> Epoch: 579 Average loss: 0.03719 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 580 [0000/0003 (0%)] Rec: 0.114, KLD: 0.008940697, Loss: 0.123424 ====> Epoch: 580 Average loss: 0.04114 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 581 [0000/0003 (0%)] Rec: 0.120, KLD: -0.011920929, Loss: 0.107858 ====> Epoch: 581 Average loss: 0.03595 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 582 [0000/0003 (0%)] Rec: 0.116, KLD: -0.008940697, Loss: 0.107085 ====> Epoch: 582 Average loss: 0.03570 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 583 [0000/0003 (0%)] Rec: 0.116, KLD: -0.011920929, Loss: 0.104245 ====> Epoch: 583 Average loss: 0.03475 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 584 [0000/0003 (0%)] Rec: 0.114, KLD: 0.047683716, Loss: 0.161242 ====> Epoch: 584 Average loss: 0.05375 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 585 [0000/0003 (0%)] Rec: 0.114, KLD: 0.008940697, Loss: 0.123279 ====> Epoch: 585 Average loss: 0.04109 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 586 [0000/0003 (0%)] Rec: 0.117, KLD: 0.002980232, Loss: 0.120380 ====> Epoch: 586 Average loss: 0.04013 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 587 [0000/0003 (0%)] Rec: 0.114, KLD: 0.047683716, Loss: 0.162021 ====> Epoch: 587 Average loss: 0.05401 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 588 [0000/0003 (0%)] Rec: 0.116, KLD: -0.008940697, Loss: 0.107048 ====> Epoch: 588 Average loss: 0.03568 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 589 [0000/0003 (0%)] Rec: 0.113, KLD: -0.002980232, Loss: 0.109644 ====> Epoch: 589 Average loss: 0.03655 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 590 [0000/0003 (0%)] Rec: 0.115, KLD: -0.032782555, Loss: 0.082447 ====> Epoch: 590 Average loss: 0.02748 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 591 [0000/0003 (0%)] Rec: 0.121, KLD: 0.026822090, Loss: 0.147728 ====> Epoch: 591 Average loss: 0.04924 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 592 [0000/0003 (0%)] Rec: 0.115, KLD: 0.041723251, Loss: 0.156328 ====> Epoch: 592 Average loss: 0.05211 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.606 ====================================================== Train Epoch: 593 [0000/0003 (0%)] Rec: 0.119, KLD: 0.011920929, Loss: 0.130866 ====> Epoch: 593 Average loss: 0.04362 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 594 [0000/0003 (0%)] Rec: 0.117, KLD: -0.005960464, Loss: 0.110686 ====> Epoch: 594 Average loss: 0.03690 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 595 [0000/0003 (0%)] Rec: 0.117, KLD: 0.038743019, Loss: 0.155516 ====> Epoch: 595 Average loss: 0.05184 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 596 [0000/0003 (0%)] Rec: 0.113, KLD: 0.002980232, Loss: 0.116317 ====> Epoch: 596 Average loss: 0.03877 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 597 [0000/0003 (0%)] Rec: 0.117, KLD: 0.002980232, Loss: 0.120055 ====> Epoch: 597 Average loss: 0.04002 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.617 ====================================================== Train Epoch: 598 [0000/0003 (0%)] Rec: 0.117, KLD: 0.026822090, Loss: 0.143995 ====> Epoch: 598 Average loss: 0.04800 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 599 [0000/0003 (0%)] Rec: 0.114, KLD: 0.008940697, Loss: 0.122923 ====> Epoch: 599 Average loss: 0.04097 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 600 [0000/0003 (0%)] Rec: 0.117, KLD: -0.008940697, Loss: 0.107663 ====> Epoch: 600 Average loss: 0.03589 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 601 [0000/0003 (0%)] Rec: 0.111, KLD: 0.014901161, Loss: 0.125743 ====> Epoch: 601 Average loss: 0.04191 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 602 [0000/0003 (0%)] Rec: 0.112, KLD: 0.032782555, Loss: 0.145030 ====> Epoch: 602 Average loss: 0.04834 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 603 [0000/0003 (0%)] Rec: 0.116, KLD: -0.008940697, Loss: 0.106984 ====> Epoch: 603 Average loss: 0.03566 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 604 [0000/0003 (0%)] Rec: 0.112, KLD: -0.005960464, Loss: 0.106236 ====> Epoch: 604 Average loss: 0.03541 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 605 [0000/0003 (0%)] Rec: 0.111, KLD: 0.044703484, Loss: 0.155687 ====> Epoch: 605 Average loss: 0.05190 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 606 [0000/0003 (0%)] Rec: 0.111, KLD: 0.023841858, Loss: 0.135203 ====> Epoch: 606 Average loss: 0.04507 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 607 [0000/0003 (0%)] Rec: 0.111, KLD: 0.020861626, Loss: 0.132357 ====> Epoch: 607 Average loss: 0.04412 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 608 [0000/0003 (0%)] Rec: 0.111, KLD: 0.020861626, Loss: 0.131912 ====> Epoch: 608 Average loss: 0.04397 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 609 [0000/0003 (0%)] Rec: 0.113, KLD: 0.026822090, Loss: 0.140207 ====> Epoch: 609 Average loss: 0.04674 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 610 [0000/0003 (0%)] Rec: 0.111, KLD: -0.005960464, Loss: 0.104839 ====> Epoch: 610 Average loss: 0.03495 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 611 [0000/0003 (0%)] Rec: 0.112, KLD: -0.005960464, Loss: 0.106414 ====> Epoch: 611 Average loss: 0.03547 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.619 ====================================================== Train Epoch: 612 [0000/0003 (0%)] Rec: 0.110, KLD: 0.008940697, Loss: 0.119303 ====> Epoch: 612 Average loss: 0.03977 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 613 [0000/0003 (0%)] Rec: 0.112, KLD: 0.008940697, Loss: 0.121335 ====> Epoch: 613 Average loss: 0.04045 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 614 [0000/0003 (0%)] Rec: 0.111, KLD: -0.017881393, Loss: 0.093360 ====> Epoch: 614 Average loss: 0.03112 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 615 [0000/0003 (0%)] Rec: 0.113, KLD: 0.026822090, Loss: 0.140231 ====> Epoch: 615 Average loss: 0.04674 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 616 [0000/0003 (0%)] Rec: 0.109, KLD: 0.008940697, Loss: 0.117972 ====> Epoch: 616 Average loss: 0.03932 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 617 [0000/0003 (0%)] Rec: 0.112, KLD: 0.029802322, Loss: 0.141715 ====> Epoch: 617 Average loss: 0.04724 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 618 [0000/0003 (0%)] Rec: 0.111, KLD: 0.014901161, Loss: 0.125997 ====> Epoch: 618 Average loss: 0.04200 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 619 [0000/0003 (0%)] Rec: 0.110, KLD: 0.002980232, Loss: 0.112824 ====> Epoch: 619 Average loss: 0.03761 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 620 [0000/0003 (0%)] Rec: 0.113, KLD: -0.005960464, Loss: 0.106753 ====> Epoch: 620 Average loss: 0.03558 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 621 [0000/0003 (0%)] Rec: 0.108, KLD: 0.005960464, Loss: 0.114274 ====> Epoch: 621 Average loss: 0.03809 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 622 [0000/0003 (0%)] Rec: 0.115, KLD: -0.035762787, Loss: 0.079276 ====> Epoch: 622 Average loss: 0.02643 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 623 [0000/0003 (0%)] Rec: 0.112, KLD: -0.005960464, Loss: 0.105692 ====> Epoch: 623 Average loss: 0.03523 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 624 [0000/0003 (0%)] Rec: 0.110, KLD: 0.008940697, Loss: 0.119247 ====> Epoch: 624 Average loss: 0.03975 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 625 [0000/0003 (0%)] Rec: 0.116, KLD: -0.002980232, Loss: 0.113462 ====> Epoch: 625 Average loss: 0.03782 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.621 ====================================================== Train Epoch: 626 [0000/0003 (0%)] Rec: 0.112, KLD: -0.008940697, Loss: 0.103470 ====> Epoch: 626 Average loss: 0.03449 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 627 [0000/0003 (0%)] Rec: 0.115, KLD: -0.029802322, Loss: 0.085326 ====> Epoch: 627 Average loss: 0.02844 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 628 [0000/0003 (0%)] Rec: 0.114, KLD: 0.026822090, Loss: 0.140345 ====> Epoch: 628 Average loss: 0.04678 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 629 [0000/0003 (0%)] Rec: 0.110, KLD: 0.011920929, Loss: 0.122125 ====> Epoch: 629 Average loss: 0.04071 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 630 [0000/0003 (0%)] Rec: 0.113, KLD: -0.017881393, Loss: 0.095286 ====> Epoch: 630 Average loss: 0.03176 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 631 [0000/0003 (0%)] Rec: 0.113, KLD: -0.020861626, Loss: 0.091667 ====> Epoch: 631 Average loss: 0.03056 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 632 [0000/0003 (0%)] Rec: 0.109, KLD: 0.032782555, Loss: 0.141407 ====> Epoch: 632 Average loss: 0.04714 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.649 ====================================================== Train Epoch: 633 [0000/0003 (0%)] Rec: 0.111, KLD: 0.008940697, Loss: 0.120399 ====> Epoch: 633 Average loss: 0.04013 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 634 [0000/0003 (0%)] Rec: 0.110, KLD: -0.014901161, Loss: 0.094988 ====> Epoch: 634 Average loss: 0.03166 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 635 [0000/0003 (0%)] Rec: 0.115, KLD: 0.029802322, Loss: 0.145003 ====> Epoch: 635 Average loss: 0.04833 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 636 [0000/0003 (0%)] Rec: 0.111, KLD: 0.062584877, Loss: 0.173743 ====> Epoch: 636 Average loss: 0.05791 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 637 [0000/0003 (0%)] Rec: 0.113, KLD: 0.038743019, Loss: 0.151775 ====> Epoch: 637 Average loss: 0.05059 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 638 [0000/0003 (0%)] Rec: 0.112, KLD: 0.005960464, Loss: 0.117903 ====> Epoch: 638 Average loss: 0.03930 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 639 [0000/0003 (0%)] Rec: 0.109, KLD: 0.017881393, Loss: 0.127172 ====> Epoch: 639 Average loss: 0.04239 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 640 [0000/0003 (0%)] Rec: 0.117, KLD: 0.005960464, Loss: 0.123139 ====> Epoch: 640 Average loss: 0.04105 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 641 [0000/0003 (0%)] Rec: 0.110, KLD: -0.002980232, Loss: 0.106946 ====> Epoch: 641 Average loss: 0.03565 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 642 [0000/0003 (0%)] Rec: 0.111, KLD: 0.029802322, Loss: 0.140399 ====> Epoch: 642 Average loss: 0.04680 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 643 [0000/0003 (0%)] Rec: 0.110, KLD: -0.002980232, Loss: 0.106521 ====> Epoch: 643 Average loss: 0.03551 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 644 [0000/0003 (0%)] Rec: 0.111, KLD: 0.008940697, Loss: 0.119656 ====> Epoch: 644 Average loss: 0.03989 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 645 [0000/0003 (0%)] Rec: 0.110, KLD: 0.023841858, Loss: 0.133917 ====> Epoch: 645 Average loss: 0.04464 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 646 [0000/0003 (0%)] Rec: 0.114, KLD: -0.000000000, Loss: 0.113973 ====> Epoch: 646 Average loss: 0.03799 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 647 [0000/0003 (0%)] Rec: 0.109, KLD: -0.011920929, Loss: 0.097142 ====> Epoch: 647 Average loss: 0.03238 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 648 [0000/0003 (0%)] Rec: 0.109, KLD: -0.005960464, Loss: 0.102902 ====> Epoch: 648 Average loss: 0.03430 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 649 [0000/0003 (0%)] Rec: 0.109, KLD: -0.023841858, Loss: 0.085078 ====> Epoch: 649 Average loss: 0.02836 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 650 [0000/0003 (0%)] Rec: 0.108, KLD: 0.029802322, Loss: 0.137864 ====> Epoch: 650 Average loss: 0.04595 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 651 [0000/0003 (0%)] Rec: 0.107, KLD: 0.011920929, Loss: 0.118741 ====> Epoch: 651 Average loss: 0.03958 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 652 [0000/0003 (0%)] Rec: 0.111, KLD: 0.038743019, Loss: 0.149269 ====> Epoch: 652 Average loss: 0.04976 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 653 [0000/0003 (0%)] Rec: 0.112, KLD: 0.005960464, Loss: 0.118140 ====> Epoch: 653 Average loss: 0.03938 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 654 [0000/0003 (0%)] Rec: 0.111, KLD: 0.011920929, Loss: 0.123245 ====> Epoch: 654 Average loss: 0.04108 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 655 [0000/0003 (0%)] Rec: 0.108, KLD: -0.011920929, Loss: 0.095911 ====> Epoch: 655 Average loss: 0.03197 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 656 [0000/0003 (0%)] Rec: 0.112, KLD: 0.017881393, Loss: 0.129428 ====> Epoch: 656 Average loss: 0.04314 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 657 [0000/0003 (0%)] Rec: 0.112, KLD: 0.005960464, Loss: 0.117707 ====> Epoch: 657 Average loss: 0.03924 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 658 [0000/0003 (0%)] Rec: 0.114, KLD: 0.002980232, Loss: 0.116627 ====> Epoch: 658 Average loss: 0.03888 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 659 [0000/0003 (0%)] Rec: 0.108, KLD: 0.026822090, Loss: 0.134586 ====> Epoch: 659 Average loss: 0.04486 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 660 [0000/0003 (0%)] Rec: 0.112, KLD: 0.044703484, Loss: 0.156570 ====> Epoch: 660 Average loss: 0.05219 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.649 ====================================================== Train Epoch: 661 [0000/0003 (0%)] Rec: 0.110, KLD: -0.017881393, Loss: 0.092455 ====> Epoch: 661 Average loss: 0.03082 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 662 [0000/0003 (0%)] Rec: 0.114, KLD: 0.014901161, Loss: 0.129159 ====> Epoch: 662 Average loss: 0.04305 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 663 [0000/0003 (0%)] Rec: 0.112, KLD: 0.020861626, Loss: 0.132805 ====> Epoch: 663 Average loss: 0.04427 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 664 [0000/0003 (0%)] Rec: 0.113, KLD: 0.017881393, Loss: 0.131372 ====> Epoch: 664 Average loss: 0.04379 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 665 [0000/0003 (0%)] Rec: 0.110, KLD: 0.026822090, Loss: 0.136340 ====> Epoch: 665 Average loss: 0.04545 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 666 [0000/0003 (0%)] Rec: 0.119, KLD: 0.017881393, Loss: 0.136996 ====> Epoch: 666 Average loss: 0.04567 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 667 [0000/0003 (0%)] Rec: 0.110, KLD: 0.035762787, Loss: 0.145664 ====> Epoch: 667 Average loss: 0.04855 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 668 [0000/0003 (0%)] Rec: 0.113, KLD: -0.017881393, Loss: 0.095366 ====> Epoch: 668 Average loss: 0.03179 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 669 [0000/0003 (0%)] Rec: 0.109, KLD: 0.029802322, Loss: 0.138931 ====> Epoch: 669 Average loss: 0.04631 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 670 [0000/0003 (0%)] Rec: 0.112, KLD: -0.005960464, Loss: 0.105860 ====> Epoch: 670 Average loss: 0.03529 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.610 ====================================================== Train Epoch: 671 [0000/0003 (0%)] Rec: 0.109, KLD: 0.035762787, Loss: 0.144812 ====> Epoch: 671 Average loss: 0.04827 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.617 ====================================================== Train Epoch: 672 [0000/0003 (0%)] Rec: 0.109, KLD: 0.005960464, Loss: 0.114939 ====> Epoch: 672 Average loss: 0.03831 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 673 [0000/0003 (0%)] Rec: 0.108, KLD: 0.008940697, Loss: 0.117064 ====> Epoch: 673 Average loss: 0.03902 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 674 [0000/0003 (0%)] Rec: 0.109, KLD: 0.002980232, Loss: 0.111743 ====> Epoch: 674 Average loss: 0.03725 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 675 [0000/0003 (0%)] Rec: 0.110, KLD: 0.020861626, Loss: 0.130691 ====> Epoch: 675 Average loss: 0.04356 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 676 [0000/0003 (0%)] Rec: 0.106, KLD: 0.017881393, Loss: 0.123475 ====> Epoch: 676 Average loss: 0.04116 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 677 [0000/0003 (0%)] Rec: 0.108, KLD: -0.047683716, Loss: 0.060624 ====> Epoch: 677 Average loss: 0.02021 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 678 [0000/0003 (0%)] Rec: 0.110, KLD: 0.014901161, Loss: 0.124925 ====> Epoch: 678 Average loss: 0.04164 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.605 ====================================================== Train Epoch: 679 [0000/0003 (0%)] Rec: 0.111, KLD: -0.002980232, Loss: 0.107524 ====> Epoch: 679 Average loss: 0.03584 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.619 ====================================================== Train Epoch: 680 [0000/0003 (0%)] Rec: 0.113, KLD: 0.008940697, Loss: 0.122043 ====> Epoch: 680 Average loss: 0.04068 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 681 [0000/0003 (0%)] Rec: 0.105, KLD: -0.008940697, Loss: 0.096440 ====> Epoch: 681 Average loss: 0.03215 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 682 [0000/0003 (0%)] Rec: 0.111, KLD: 0.014901161, Loss: 0.125580 ====> Epoch: 682 Average loss: 0.04186 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 683 [0000/0003 (0%)] Rec: 0.117, KLD: -0.017881393, Loss: 0.098860 ====> Epoch: 683 Average loss: 0.03295 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 684 [0000/0003 (0%)] Rec: 0.109, KLD: -0.020861626, Loss: 0.088345 ====> Epoch: 684 Average loss: 0.02945 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 685 [0000/0003 (0%)] Rec: 0.107, KLD: -0.020861626, Loss: 0.085880 ====> Epoch: 685 Average loss: 0.02863 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 686 [0000/0003 (0%)] Rec: 0.109, KLD: -0.000000000, Loss: 0.109490 ====> Epoch: 686 Average loss: 0.03650 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 687 [0000/0003 (0%)] Rec: 0.113, KLD: 0.044703484, Loss: 0.157523 ====> Epoch: 687 Average loss: 0.05251 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 688 [0000/0003 (0%)] Rec: 0.106, KLD: -0.008940697, Loss: 0.097110 ====> Epoch: 688 Average loss: 0.03237 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 689 [0000/0003 (0%)] Rec: 0.108, KLD: -0.000000000, Loss: 0.108100 ====> Epoch: 689 Average loss: 0.03603 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 690 [0000/0003 (0%)] Rec: 0.107, KLD: 0.029802322, Loss: 0.136559 ====> Epoch: 690 Average loss: 0.04552 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 691 [0000/0003 (0%)] Rec: 0.109, KLD: -0.026822090, Loss: 0.082612 ====> Epoch: 691 Average loss: 0.02754 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 692 [0000/0003 (0%)] Rec: 0.106, KLD: 0.005960464, Loss: 0.111990 ====> Epoch: 692 Average loss: 0.03733 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 693 [0000/0003 (0%)] Rec: 0.107, KLD: 0.014901161, Loss: 0.122374 ====> Epoch: 693 Average loss: 0.04079 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 694 [0000/0003 (0%)] Rec: 0.107, KLD: 0.014901161, Loss: 0.121526 ====> Epoch: 694 Average loss: 0.04051 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.621 ====================================================== Train Epoch: 695 [0000/0003 (0%)] Rec: 0.108, KLD: -0.017881393, Loss: 0.090407 ====> Epoch: 695 Average loss: 0.03014 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 696 [0000/0003 (0%)] Rec: 0.110, KLD: -0.000000000, Loss: 0.109814 ====> Epoch: 696 Average loss: 0.03660 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 697 [0000/0003 (0%)] Rec: 0.106, KLD: 0.014901161, Loss: 0.120440 ====> Epoch: 697 Average loss: 0.04015 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 698 [0000/0003 (0%)] Rec: 0.110, KLD: -0.002980232, Loss: 0.106710 ====> Epoch: 698 Average loss: 0.03557 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 699 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.113331 ====> Epoch: 699 Average loss: 0.03778 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 700 [0000/0003 (0%)] Rec: 0.106, KLD: 0.005960464, Loss: 0.112446 ====> Epoch: 700 Average loss: 0.03748 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.608 ====================================================== Train Epoch: 701 [0000/0003 (0%)] Rec: 0.107, KLD: 0.062584877, Loss: 0.169760 ====> Epoch: 701 Average loss: 0.05659 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 702 [0000/0003 (0%)] Rec: 0.109, KLD: 0.017881393, Loss: 0.126871 ====> Epoch: 702 Average loss: 0.04229 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 703 [0000/0003 (0%)] Rec: 0.105, KLD: 0.005960464, Loss: 0.110624 ====> Epoch: 703 Average loss: 0.03687 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 704 [0000/0003 (0%)] Rec: 0.107, KLD: -0.008940697, Loss: 0.097631 ====> Epoch: 704 Average loss: 0.03254 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 705 [0000/0003 (0%)] Rec: 0.108, KLD: 0.011920929, Loss: 0.119540 ====> Epoch: 705 Average loss: 0.03985 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 706 [0000/0003 (0%)] Rec: 0.109, KLD: -0.017881393, Loss: 0.090964 ====> Epoch: 706 Average loss: 0.03032 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 707 [0000/0003 (0%)] Rec: 0.108, KLD: -0.011920929, Loss: 0.096536 ====> Epoch: 707 Average loss: 0.03218 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 708 [0000/0003 (0%)] Rec: 0.109, KLD: 0.011920929, Loss: 0.121326 ====> Epoch: 708 Average loss: 0.04044 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 709 [0000/0003 (0%)] Rec: 0.109, KLD: 0.029802322, Loss: 0.138587 ====> Epoch: 709 Average loss: 0.04620 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 710 [0000/0003 (0%)] Rec: 0.104, KLD: 0.029802322, Loss: 0.134125 ====> Epoch: 710 Average loss: 0.04471 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 711 [0000/0003 (0%)] Rec: 0.110, KLD: 0.008940697, Loss: 0.118909 ====> Epoch: 711 Average loss: 0.03964 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 712 [0000/0003 (0%)] Rec: 0.107, KLD: -0.047683716, Loss: 0.059024 ====> Epoch: 712 Average loss: 0.01967 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.621 ====================================================== Train Epoch: 713 [0000/0003 (0%)] Rec: 0.108, KLD: 0.008940697, Loss: 0.116898 ====> Epoch: 713 Average loss: 0.03897 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 714 [0000/0003 (0%)] Rec: 0.103, KLD: 0.041723251, Loss: 0.145129 ====> Epoch: 714 Average loss: 0.04838 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 715 [0000/0003 (0%)] Rec: 0.105, KLD: 0.020861626, Loss: 0.125829 ====> Epoch: 715 Average loss: 0.04194 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 716 [0000/0003 (0%)] Rec: 0.106, KLD: 0.005960464, Loss: 0.111930 ====> Epoch: 716 Average loss: 0.03731 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 717 [0000/0003 (0%)] Rec: 0.109, KLD: 0.050663948, Loss: 0.159912 ====> Epoch: 717 Average loss: 0.05330 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 718 [0000/0003 (0%)] Rec: 0.108, KLD: 0.020861626, Loss: 0.129200 ====> Epoch: 718 Average loss: 0.04307 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 719 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.112770 ====> Epoch: 719 Average loss: 0.03759 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 720 [0000/0003 (0%)] Rec: 0.106, KLD: -0.000000000, Loss: 0.106098 ====> Epoch: 720 Average loss: 0.03537 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 721 [0000/0003 (0%)] Rec: 0.108, KLD: 0.035762787, Loss: 0.144232 ====> Epoch: 721 Average loss: 0.04808 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 722 [0000/0003 (0%)] Rec: 0.106, KLD: 0.008940697, Loss: 0.114450 ====> Epoch: 722 Average loss: 0.03815 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 723 [0000/0003 (0%)] Rec: 0.104, KLD: -0.005960464, Loss: 0.097847 ====> Epoch: 723 Average loss: 0.03262 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 724 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.112762 ====> Epoch: 724 Average loss: 0.03759 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.619 ====================================================== Train Epoch: 725 [0000/0003 (0%)] Rec: 0.105, KLD: 0.023841858, Loss: 0.129153 ====> Epoch: 725 Average loss: 0.04305 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 726 [0000/0003 (0%)] Rec: 0.104, KLD: -0.038743019, Loss: 0.065232 ====> Epoch: 726 Average loss: 0.02174 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.614 ====================================================== Train Epoch: 727 [0000/0003 (0%)] Rec: 0.106, KLD: 0.032782555, Loss: 0.138736 ====> Epoch: 727 Average loss: 0.04625 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 728 [0000/0003 (0%)] Rec: 0.106, KLD: 0.056624413, Loss: 0.162994 ====> Epoch: 728 Average loss: 0.05433 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 729 [0000/0003 (0%)] Rec: 0.110, KLD: 0.008940697, Loss: 0.119221 ====> Epoch: 729 Average loss: 0.03974 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 730 [0000/0003 (0%)] Rec: 0.106, KLD: 0.005960464, Loss: 0.112290 ====> Epoch: 730 Average loss: 0.03743 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 731 [0000/0003 (0%)] Rec: 0.106, KLD: 0.008940697, Loss: 0.115323 ====> Epoch: 731 Average loss: 0.03844 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.609 ====================================================== Train Epoch: 732 [0000/0003 (0%)] Rec: 0.104, KLD: -0.002980232, Loss: 0.101345 ====> Epoch: 732 Average loss: 0.03378 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 733 [0000/0003 (0%)] Rec: 0.106, KLD: 0.017881393, Loss: 0.123891 ====> Epoch: 733 Average loss: 0.04130 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 734 [0000/0003 (0%)] Rec: 0.107, KLD: 0.020861626, Loss: 0.128200 ====> Epoch: 734 Average loss: 0.04273 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 735 [0000/0003 (0%)] Rec: 0.106, KLD: 0.023841858, Loss: 0.130332 ====> Epoch: 735 Average loss: 0.04344 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 736 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.113175 ====> Epoch: 736 Average loss: 0.03773 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 737 [0000/0003 (0%)] Rec: 0.109, KLD: 0.002980232, Loss: 0.111489 ====> Epoch: 737 Average loss: 0.03716 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 738 [0000/0003 (0%)] Rec: 0.109, KLD: 0.026822090, Loss: 0.136269 ====> Epoch: 738 Average loss: 0.04542 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 739 [0000/0003 (0%)] Rec: 0.105, KLD: 0.008940697, Loss: 0.114414 ====> Epoch: 739 Average loss: 0.03814 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 740 [0000/0003 (0%)] Rec: 0.106, KLD: 0.026822090, Loss: 0.132972 ====> Epoch: 740 Average loss: 0.04432 Training time for epoch: 0.09s -------------- Validation -------------- Val rec: 0.614 ====================================================== Train Epoch: 741 [0000/0003 (0%)] Rec: 0.105, KLD: 0.008940697, Loss: 0.114288 ====> Epoch: 741 Average loss: 0.03810 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.601 ====================================================== Train Epoch: 742 [0000/0003 (0%)] Rec: 0.107, KLD: -0.002980232, Loss: 0.103632 ====> Epoch: 742 Average loss: 0.03454 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 743 [0000/0003 (0%)] Rec: 0.109, KLD: 0.014901161, Loss: 0.123984 ====> Epoch: 743 Average loss: 0.04133 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 744 [0000/0003 (0%)] Rec: 0.105, KLD: 0.020861626, Loss: 0.126181 ====> Epoch: 744 Average loss: 0.04206 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 745 [0000/0003 (0%)] Rec: 0.107, KLD: -0.002980232, Loss: 0.103679 ====> Epoch: 745 Average loss: 0.03456 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 746 [0000/0003 (0%)] Rec: 0.106, KLD: -0.000000000, Loss: 0.105606 ====> Epoch: 746 Average loss: 0.03520 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 747 [0000/0003 (0%)] Rec: 0.105, KLD: 0.020861626, Loss: 0.125766 ====> Epoch: 747 Average loss: 0.04192 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 748 [0000/0003 (0%)] Rec: 0.110, KLD: -0.023841858, Loss: 0.085908 ====> Epoch: 748 Average loss: 0.02864 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 749 [0000/0003 (0%)] Rec: 0.107, KLD: 0.020861626, Loss: 0.128294 ====> Epoch: 749 Average loss: 0.04276 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 750 [0000/0003 (0%)] Rec: 0.104, KLD: 0.014901161, Loss: 0.118451 ====> Epoch: 750 Average loss: 0.03948 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 751 [0000/0003 (0%)] Rec: 0.105, KLD: 0.023841858, Loss: 0.128496 ====> Epoch: 751 Average loss: 0.04283 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 752 [0000/0003 (0%)] Rec: 0.105, KLD: 0.029802322, Loss: 0.134846 ====> Epoch: 752 Average loss: 0.04495 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 753 [0000/0003 (0%)] Rec: 0.104, KLD: -0.017881393, Loss: 0.086166 ====> Epoch: 753 Average loss: 0.02872 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 754 [0000/0003 (0%)] Rec: 0.106, KLD: 0.023841858, Loss: 0.129670 ====> Epoch: 754 Average loss: 0.04322 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 755 [0000/0003 (0%)] Rec: 0.105, KLD: -0.000000000, Loss: 0.105279 ====> Epoch: 755 Average loss: 0.03509 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 756 [0000/0003 (0%)] Rec: 0.105, KLD: -0.023841858, Loss: 0.081584 ====> Epoch: 756 Average loss: 0.02719 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.628 ====================================================== Train Epoch: 757 [0000/0003 (0%)] Rec: 0.109, KLD: 0.005960464, Loss: 0.114591 ====> Epoch: 757 Average loss: 0.03820 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 758 [0000/0003 (0%)] Rec: 0.105, KLD: 0.026822090, Loss: 0.131906 ====> Epoch: 758 Average loss: 0.04397 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 759 [0000/0003 (0%)] Rec: 0.104, KLD: 0.011920929, Loss: 0.116235 ====> Epoch: 759 Average loss: 0.03874 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 760 [0000/0003 (0%)] Rec: 0.106, KLD: 0.017881393, Loss: 0.124152 ====> Epoch: 760 Average loss: 0.04138 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 761 [0000/0003 (0%)] Rec: 0.104, KLD: 0.023841858, Loss: 0.127926 ====> Epoch: 761 Average loss: 0.04264 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 762 [0000/0003 (0%)] Rec: 0.104, KLD: 0.017881393, Loss: 0.122052 ====> Epoch: 762 Average loss: 0.04068 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 763 [0000/0003 (0%)] Rec: 0.104, KLD: -0.017881393, Loss: 0.086499 ====> Epoch: 763 Average loss: 0.02883 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 764 [0000/0003 (0%)] Rec: 0.105, KLD: 0.023841858, Loss: 0.128506 ====> Epoch: 764 Average loss: 0.04284 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 765 [0000/0003 (0%)] Rec: 0.107, KLD: 0.023841858, Loss: 0.130990 ====> Epoch: 765 Average loss: 0.04366 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 766 [0000/0003 (0%)] Rec: 0.102, KLD: -0.008940697, Loss: 0.093177 ====> Epoch: 766 Average loss: 0.03106 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 767 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.112505 ====> Epoch: 767 Average loss: 0.03750 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 768 [0000/0003 (0%)] Rec: 0.106, KLD: 0.044703484, Loss: 0.150605 ====> Epoch: 768 Average loss: 0.05020 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.616 ====================================================== Train Epoch: 769 [0000/0003 (0%)] Rec: 0.105, KLD: 0.014901161, Loss: 0.120394 ====> Epoch: 769 Average loss: 0.04013 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 770 [0000/0003 (0%)] Rec: 0.108, KLD: 0.005960464, Loss: 0.114283 ====> Epoch: 770 Average loss: 0.03809 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 771 [0000/0003 (0%)] Rec: 0.105, KLD: 0.005960464, Loss: 0.110463 ====> Epoch: 771 Average loss: 0.03682 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 772 [0000/0003 (0%)] Rec: 0.103, KLD: 0.035762787, Loss: 0.139079 ====> Epoch: 772 Average loss: 0.04636 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 773 [0000/0003 (0%)] Rec: 0.105, KLD: -0.002980232, Loss: 0.102112 ====> Epoch: 773 Average loss: 0.03404 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 774 [0000/0003 (0%)] Rec: 0.109, KLD: -0.005960464, Loss: 0.102847 ====> Epoch: 774 Average loss: 0.03428 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 775 [0000/0003 (0%)] Rec: 0.103, KLD: 0.011920929, Loss: 0.114839 ====> Epoch: 775 Average loss: 0.03828 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 776 [0000/0003 (0%)] Rec: 0.105, KLD: -0.005960464, Loss: 0.099539 ====> Epoch: 776 Average loss: 0.03318 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 777 [0000/0003 (0%)] Rec: 0.102, KLD: -0.020861626, Loss: 0.081586 ====> Epoch: 777 Average loss: 0.02720 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.612 ====================================================== Train Epoch: 778 [0000/0003 (0%)] Rec: 0.104, KLD: 0.023841858, Loss: 0.127569 ====> Epoch: 778 Average loss: 0.04252 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.617 ====================================================== Train Epoch: 779 [0000/0003 (0%)] Rec: 0.103, KLD: -0.011920929, Loss: 0.091399 ====> Epoch: 779 Average loss: 0.03047 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 780 [0000/0003 (0%)] Rec: 0.105, KLD: -0.011920929, Loss: 0.093213 ====> Epoch: 780 Average loss: 0.03107 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 781 [0000/0003 (0%)] Rec: 0.104, KLD: 0.020861626, Loss: 0.124549 ====> Epoch: 781 Average loss: 0.04152 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 782 [0000/0003 (0%)] Rec: 0.101, KLD: 0.023841858, Loss: 0.125259 ====> Epoch: 782 Average loss: 0.04175 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 783 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.102020 ====> Epoch: 783 Average loss: 0.03401 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 784 [0000/0003 (0%)] Rec: 0.103, KLD: 0.035762787, Loss: 0.139030 ====> Epoch: 784 Average loss: 0.04634 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 785 [0000/0003 (0%)] Rec: 0.103, KLD: 0.035762787, Loss: 0.138896 ====> Epoch: 785 Average loss: 0.04630 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 786 [0000/0003 (0%)] Rec: 0.105, KLD: -0.000000000, Loss: 0.104811 ====> Epoch: 786 Average loss: 0.03494 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.649 ====================================================== Train Epoch: 787 [0000/0003 (0%)] Rec: 0.105, KLD: 0.023841858, Loss: 0.129303 ====> Epoch: 787 Average loss: 0.04310 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 788 [0000/0003 (0%)] Rec: 0.103, KLD: 0.017881393, Loss: 0.120401 ====> Epoch: 788 Average loss: 0.04013 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 789 [0000/0003 (0%)] Rec: 0.105, KLD: 0.014901161, Loss: 0.119768 ====> Epoch: 789 Average loss: 0.03992 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 790 [0000/0003 (0%)] Rec: 0.105, KLD: -0.017881393, Loss: 0.087284 ====> Epoch: 790 Average loss: 0.02909 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 791 [0000/0003 (0%)] Rec: 0.106, KLD: -0.017881393, Loss: 0.087940 ====> Epoch: 791 Average loss: 0.02931 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 792 [0000/0003 (0%)] Rec: 0.104, KLD: 0.029802322, Loss: 0.133384 ====> Epoch: 792 Average loss: 0.04446 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 793 [0000/0003 (0%)] Rec: 0.107, KLD: -0.011920929, Loss: 0.095358 ====> Epoch: 793 Average loss: 0.03179 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 794 [0000/0003 (0%)] Rec: 0.102, KLD: 0.029802322, Loss: 0.132114 ====> Epoch: 794 Average loss: 0.04404 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 795 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.101859 ====> Epoch: 795 Average loss: 0.03395 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 796 [0000/0003 (0%)] Rec: 0.101, KLD: 0.020861626, Loss: 0.122234 ====> Epoch: 796 Average loss: 0.04074 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.619 ====================================================== Train Epoch: 797 [0000/0003 (0%)] Rec: 0.106, KLD: 0.002980232, Loss: 0.108542 ====> Epoch: 797 Average loss: 0.03618 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 798 [0000/0003 (0%)] Rec: 0.102, KLD: 0.008940697, Loss: 0.110557 ====> Epoch: 798 Average loss: 0.03685 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 799 [0000/0003 (0%)] Rec: 0.103, KLD: 0.020861626, Loss: 0.124316 ====> Epoch: 799 Average loss: 0.04144 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 800 [0000/0003 (0%)] Rec: 0.104, KLD: 0.044703484, Loss: 0.148895 ====> Epoch: 800 Average loss: 0.04963 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 801 [0000/0003 (0%)] Rec: 0.102, KLD: 0.026822090, Loss: 0.128693 ====> Epoch: 801 Average loss: 0.04290 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 802 [0000/0003 (0%)] Rec: 0.104, KLD: 0.023841858, Loss: 0.127431 ====> Epoch: 802 Average loss: 0.04248 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.647 ====================================================== Train Epoch: 803 [0000/0003 (0%)] Rec: 0.105, KLD: 0.011920929, Loss: 0.116451 ====> Epoch: 803 Average loss: 0.03882 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 804 [0000/0003 (0%)] Rec: 0.102, KLD: 0.041723251, Loss: 0.143741 ====> Epoch: 804 Average loss: 0.04791 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 805 [0000/0003 (0%)] Rec: 0.104, KLD: 0.008940697, Loss: 0.112666 ====> Epoch: 805 Average loss: 0.03756 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 806 [0000/0003 (0%)] Rec: 0.104, KLD: -0.053644180, Loss: 0.050486 ====> Epoch: 806 Average loss: 0.01683 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 807 [0000/0003 (0%)] Rec: 0.103, KLD: 0.005960464, Loss: 0.108933 ====> Epoch: 807 Average loss: 0.03631 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 808 [0000/0003 (0%)] Rec: 0.104, KLD: -0.017881393, Loss: 0.085747 ====> Epoch: 808 Average loss: 0.02858 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 809 [0000/0003 (0%)] Rec: 0.102, KLD: 0.008940697, Loss: 0.111056 ====> Epoch: 809 Average loss: 0.03702 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 810 [0000/0003 (0%)] Rec: 0.103, KLD: 0.008940697, Loss: 0.111613 ====> Epoch: 810 Average loss: 0.03720 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 811 [0000/0003 (0%)] Rec: 0.101, KLD: 0.008940697, Loss: 0.109601 ====> Epoch: 811 Average loss: 0.03653 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 812 [0000/0003 (0%)] Rec: 0.103, KLD: 0.005960464, Loss: 0.108807 ====> Epoch: 812 Average loss: 0.03627 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 813 [0000/0003 (0%)] Rec: 0.103, KLD: -0.008940697, Loss: 0.094487 ====> Epoch: 813 Average loss: 0.03150 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 814 [0000/0003 (0%)] Rec: 0.104, KLD: 0.002980232, Loss: 0.106765 ====> Epoch: 814 Average loss: 0.03559 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 815 [0000/0003 (0%)] Rec: 0.104, KLD: 0.056624413, Loss: 0.160524 ====> Epoch: 815 Average loss: 0.05351 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 816 [0000/0003 (0%)] Rec: 0.100, KLD: 0.008940697, Loss: 0.108891 ====> Epoch: 816 Average loss: 0.03630 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 817 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.101671 ====> Epoch: 817 Average loss: 0.03389 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.647 ====================================================== Train Epoch: 818 [0000/0003 (0%)] Rec: 0.102, KLD: -0.005960464, Loss: 0.096270 ====> Epoch: 818 Average loss: 0.03209 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 819 [0000/0003 (0%)] Rec: 0.106, KLD: -0.008940697, Loss: 0.097436 ====> Epoch: 819 Average loss: 0.03248 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 820 [0000/0003 (0%)] Rec: 0.102, KLD: -0.023841858, Loss: 0.077716 ====> Epoch: 820 Average loss: 0.02591 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 821 [0000/0003 (0%)] Rec: 0.103, KLD: 0.050663948, Loss: 0.154108 ====> Epoch: 821 Average loss: 0.05137 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.630 ====================================================== Train Epoch: 822 [0000/0003 (0%)] Rec: 0.103, KLD: 0.017881393, Loss: 0.120685 ====> Epoch: 822 Average loss: 0.04023 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 823 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.102485 ====> Epoch: 823 Average loss: 0.03416 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.631 ====================================================== Train Epoch: 824 [0000/0003 (0%)] Rec: 0.104, KLD: 0.005960464, Loss: 0.110230 ====> Epoch: 824 Average loss: 0.03674 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.634 ====================================================== Train Epoch: 825 [0000/0003 (0%)] Rec: 0.100, KLD: 0.029802322, Loss: 0.129902 ====> Epoch: 825 Average loss: 0.04330 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 826 [0000/0003 (0%)] Rec: 0.102, KLD: -0.014901161, Loss: 0.087341 ====> Epoch: 826 Average loss: 0.02911 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 827 [0000/0003 (0%)] Rec: 0.104, KLD: -0.011920929, Loss: 0.092038 ====> Epoch: 827 Average loss: 0.03068 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.624 ====================================================== Train Epoch: 828 [0000/0003 (0%)] Rec: 0.102, KLD: 0.017881393, Loss: 0.120285 ====> Epoch: 828 Average loss: 0.04010 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 829 [0000/0003 (0%)] Rec: 0.102, KLD: 0.014901161, Loss: 0.116711 ====> Epoch: 829 Average loss: 0.03890 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 830 [0000/0003 (0%)] Rec: 0.100, KLD: -0.017881393, Loss: 0.081950 ====> Epoch: 830 Average loss: 0.02732 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 831 [0000/0003 (0%)] Rec: 0.102, KLD: 0.005960464, Loss: 0.108225 ====> Epoch: 831 Average loss: 0.03608 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 832 [0000/0003 (0%)] Rec: 0.101, KLD: 0.029802322, Loss: 0.130799 ====> Epoch: 832 Average loss: 0.04360 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 833 [0000/0003 (0%)] Rec: 0.104, KLD: 0.017881393, Loss: 0.122056 ====> Epoch: 833 Average loss: 0.04069 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.620 ====================================================== Train Epoch: 834 [0000/0003 (0%)] Rec: 0.103, KLD: 0.014901161, Loss: 0.117619 ====> Epoch: 834 Average loss: 0.03921 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 835 [0000/0003 (0%)] Rec: 0.101, KLD: 0.026822090, Loss: 0.128232 ====> Epoch: 835 Average loss: 0.04274 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 836 [0000/0003 (0%)] Rec: 0.102, KLD: 0.017881393, Loss: 0.119383 ====> Epoch: 836 Average loss: 0.03979 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 837 [0000/0003 (0%)] Rec: 0.100, KLD: -0.014901161, Loss: 0.084704 ====> Epoch: 837 Average loss: 0.02823 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 838 [0000/0003 (0%)] Rec: 0.104, KLD: 0.026822090, Loss: 0.130778 ====> Epoch: 838 Average loss: 0.04359 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 839 [0000/0003 (0%)] Rec: 0.100, KLD: 0.029802322, Loss: 0.130218 ====> Epoch: 839 Average loss: 0.04341 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 840 [0000/0003 (0%)] Rec: 0.100, KLD: 0.005960464, Loss: 0.105515 ====> Epoch: 840 Average loss: 0.03517 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 841 [0000/0003 (0%)] Rec: 0.101, KLD: 0.041723251, Loss: 0.142441 ====> Epoch: 841 Average loss: 0.04748 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 842 [0000/0003 (0%)] Rec: 0.101, KLD: 0.053644180, Loss: 0.154220 ====> Epoch: 842 Average loss: 0.05141 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 843 [0000/0003 (0%)] Rec: 0.103, KLD: -0.000000000, Loss: 0.103391 ====> Epoch: 843 Average loss: 0.03446 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 844 [0000/0003 (0%)] Rec: 0.104, KLD: 0.011920929, Loss: 0.116313 ====> Epoch: 844 Average loss: 0.03877 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 845 [0000/0003 (0%)] Rec: 0.102, KLD: 0.029802322, Loss: 0.132201 ====> Epoch: 845 Average loss: 0.04407 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 846 [0000/0003 (0%)] Rec: 0.099, KLD: 0.026822090, Loss: 0.125988 ====> Epoch: 846 Average loss: 0.04200 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 847 [0000/0003 (0%)] Rec: 0.101, KLD: 0.044703484, Loss: 0.145211 ====> Epoch: 847 Average loss: 0.04840 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 848 [0000/0003 (0%)] Rec: 0.102, KLD: -0.023841858, Loss: 0.078100 ====> Epoch: 848 Average loss: 0.02603 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.647 ====================================================== Train Epoch: 849 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.102179 ====> Epoch: 849 Average loss: 0.03406 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 850 [0000/0003 (0%)] Rec: 0.100, KLD: 0.059604645, Loss: 0.159681 ====> Epoch: 850 Average loss: 0.05323 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 851 [0000/0003 (0%)] Rec: 0.104, KLD: 0.008940697, Loss: 0.112810 ====> Epoch: 851 Average loss: 0.03760 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.615 ====================================================== Train Epoch: 852 [0000/0003 (0%)] Rec: 0.105, KLD: -0.008940697, Loss: 0.096069 ====> Epoch: 852 Average loss: 0.03202 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 853 [0000/0003 (0%)] Rec: 0.101, KLD: 0.017881393, Loss: 0.118589 ====> Epoch: 853 Average loss: 0.03953 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 854 [0000/0003 (0%)] Rec: 0.101, KLD: 0.032782555, Loss: 0.134239 ====> Epoch: 854 Average loss: 0.04475 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.641 ====================================================== Train Epoch: 855 [0000/0003 (0%)] Rec: 0.105, KLD: -0.014901161, Loss: 0.089633 ====> Epoch: 855 Average loss: 0.02988 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 856 [0000/0003 (0%)] Rec: 0.101, KLD: 0.023841858, Loss: 0.125056 ====> Epoch: 856 Average loss: 0.04169 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.627 ====================================================== Train Epoch: 857 [0000/0003 (0%)] Rec: 0.102, KLD: -0.002980232, Loss: 0.098725 ====> Epoch: 857 Average loss: 0.03291 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.622 ====================================================== Train Epoch: 858 [0000/0003 (0%)] Rec: 0.097, KLD: -0.017881393, Loss: 0.079428 ====> Epoch: 858 Average loss: 0.02648 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 859 [0000/0003 (0%)] Rec: 0.099, KLD: 0.014901161, Loss: 0.114306 ====> Epoch: 859 Average loss: 0.03810 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 860 [0000/0003 (0%)] Rec: 0.100, KLD: -0.011920929, Loss: 0.088244 ====> Epoch: 860 Average loss: 0.02941 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 861 [0000/0003 (0%)] Rec: 0.099, KLD: 0.050663948, Loss: 0.149451 ====> Epoch: 861 Average loss: 0.04982 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 862 [0000/0003 (0%)] Rec: 0.100, KLD: -0.002980232, Loss: 0.096768 ====> Epoch: 862 Average loss: 0.03226 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 863 [0000/0003 (0%)] Rec: 0.098, KLD: 0.002980232, Loss: 0.100758 ====> Epoch: 863 Average loss: 0.03359 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 864 [0000/0003 (0%)] Rec: 0.099, KLD: 0.023841858, Loss: 0.122452 ====> Epoch: 864 Average loss: 0.04082 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 865 [0000/0003 (0%)] Rec: 0.101, KLD: 0.035762787, Loss: 0.137010 ====> Epoch: 865 Average loss: 0.04567 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.618 ====================================================== Train Epoch: 866 [0000/0003 (0%)] Rec: 0.098, KLD: 0.011920929, Loss: 0.110089 ====> Epoch: 866 Average loss: 0.03670 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.625 ====================================================== Train Epoch: 867 [0000/0003 (0%)] Rec: 0.100, KLD: 0.020861626, Loss: 0.121270 ====> Epoch: 867 Average loss: 0.04042 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 868 [0000/0003 (0%)] Rec: 0.099, KLD: 0.023841858, Loss: 0.122703 ====> Epoch: 868 Average loss: 0.04090 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 869 [0000/0003 (0%)] Rec: 0.098, KLD: 0.011920929, Loss: 0.110195 ====> Epoch: 869 Average loss: 0.03673 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 870 [0000/0003 (0%)] Rec: 0.103, KLD: 0.002980232, Loss: 0.105496 ====> Epoch: 870 Average loss: 0.03517 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 871 [0000/0003 (0%)] Rec: 0.099, KLD: 0.002980232, Loss: 0.101587 ====> Epoch: 871 Average loss: 0.03386 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.642 ====================================================== Train Epoch: 872 [0000/0003 (0%)] Rec: 0.102, KLD: 0.032782555, Loss: 0.134992 ====> Epoch: 872 Average loss: 0.04500 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.623 ====================================================== Train Epoch: 873 [0000/0003 (0%)] Rec: 0.102, KLD: 0.011920929, Loss: 0.113544 ====> Epoch: 873 Average loss: 0.03785 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 874 [0000/0003 (0%)] Rec: 0.100, KLD: 0.020861626, Loss: 0.120820 ====> Epoch: 874 Average loss: 0.04027 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 875 [0000/0003 (0%)] Rec: 0.101, KLD: 0.026822090, Loss: 0.128137 ====> Epoch: 875 Average loss: 0.04271 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 876 [0000/0003 (0%)] Rec: 0.106, KLD: 0.026822090, Loss: 0.132384 ====> Epoch: 876 Average loss: 0.04413 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 877 [0000/0003 (0%)] Rec: 0.100, KLD: 0.014901161, Loss: 0.114786 ====> Epoch: 877 Average loss: 0.03826 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 878 [0000/0003 (0%)] Rec: 0.096, KLD: 0.038743019, Loss: 0.134890 ====> Epoch: 878 Average loss: 0.04496 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.635 ====================================================== Train Epoch: 879 [0000/0003 (0%)] Rec: 0.100, KLD: 0.035762787, Loss: 0.135456 ====> Epoch: 879 Average loss: 0.04515 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.626 ====================================================== Train Epoch: 880 [0000/0003 (0%)] Rec: 0.104, KLD: -0.005960464, Loss: 0.097578 ====> Epoch: 880 Average loss: 0.03253 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 881 [0000/0003 (0%)] Rec: 0.101, KLD: 0.017881393, Loss: 0.118803 ====> Epoch: 881 Average loss: 0.03960 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 882 [0000/0003 (0%)] Rec: 0.098, KLD: 0.023841858, Loss: 0.122305 ====> Epoch: 882 Average loss: 0.04077 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 883 [0000/0003 (0%)] Rec: 0.112, KLD: 0.023841858, Loss: 0.135494 ====> Epoch: 883 Average loss: 0.04516 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 884 [0000/0003 (0%)] Rec: 0.094, KLD: 0.014901161, Loss: 0.109388 ====> Epoch: 884 Average loss: 0.03646 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.632 ====================================================== Train Epoch: 885 [0000/0003 (0%)] Rec: 0.096, KLD: 0.020861626, Loss: 0.117005 ====> Epoch: 885 Average loss: 0.03900 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.633 ====================================================== Train Epoch: 886 [0000/0003 (0%)] Rec: 0.103, KLD: 0.005960464, Loss: 0.109190 ====> Epoch: 886 Average loss: 0.03640 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 887 [0000/0003 (0%)] Rec: 0.097, KLD: 0.062584877, Loss: 0.159855 ====> Epoch: 887 Average loss: 0.05329 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 888 [0000/0003 (0%)] Rec: 0.100, KLD: -0.002980232, Loss: 0.097465 ====> Epoch: 888 Average loss: 0.03249 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 889 [0000/0003 (0%)] Rec: 0.100, KLD: -0.000000000, Loss: 0.099716 ====> Epoch: 889 Average loss: 0.03324 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 890 [0000/0003 (0%)] Rec: 0.097, KLD: -0.011920929, Loss: 0.084706 ====> Epoch: 890 Average loss: 0.02824 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 891 [0000/0003 (0%)] Rec: 0.097, KLD: -0.011920929, Loss: 0.085351 ====> Epoch: 891 Average loss: 0.02845 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.640 ====================================================== Train Epoch: 892 [0000/0003 (0%)] Rec: 0.101, KLD: -0.020861626, Loss: 0.080016 ====> Epoch: 892 Average loss: 0.02667 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 893 [0000/0003 (0%)] Rec: 0.101, KLD: 0.017881393, Loss: 0.118586 ====> Epoch: 893 Average loss: 0.03953 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 894 [0000/0003 (0%)] Rec: 0.098, KLD: 0.020861626, Loss: 0.118521 ====> Epoch: 894 Average loss: 0.03951 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 895 [0000/0003 (0%)] Rec: 0.099, KLD: 0.047683716, Loss: 0.146264 ====> Epoch: 895 Average loss: 0.04875 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 896 [0000/0003 (0%)] Rec: 0.097, KLD: 0.032782555, Loss: 0.129948 ====> Epoch: 896 Average loss: 0.04332 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 897 [0000/0003 (0%)] Rec: 0.095, KLD: 0.023841858, Loss: 0.118569 ====> Epoch: 897 Average loss: 0.03952 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 898 [0000/0003 (0%)] Rec: 0.099, KLD: 0.032782555, Loss: 0.131380 ====> Epoch: 898 Average loss: 0.04379 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 899 [0000/0003 (0%)] Rec: 0.100, KLD: 0.005960464, Loss: 0.106046 ====> Epoch: 899 Average loss: 0.03535 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 900 [0000/0003 (0%)] Rec: 0.099, KLD: 0.026822090, Loss: 0.126050 ====> Epoch: 900 Average loss: 0.04202 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 901 [0000/0003 (0%)] Rec: 0.101, KLD: 0.014901161, Loss: 0.115911 ====> Epoch: 901 Average loss: 0.03864 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.647 ====================================================== Train Epoch: 902 [0000/0003 (0%)] Rec: 0.100, KLD: -0.014901161, Loss: 0.085367 ====> Epoch: 902 Average loss: 0.02846 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 903 [0000/0003 (0%)] Rec: 0.095, KLD: 0.014901161, Loss: 0.109573 ====> Epoch: 903 Average loss: 0.03652 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 904 [0000/0003 (0%)] Rec: 0.101, KLD: 0.011920929, Loss: 0.112821 ====> Epoch: 904 Average loss: 0.03761 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.702 ====================================================== Train Epoch: 905 [0000/0003 (0%)] Rec: 0.098, KLD: 0.023841858, Loss: 0.122302 ====> Epoch: 905 Average loss: 0.04077 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 906 [0000/0003 (0%)] Rec: 0.101, KLD: -0.017881393, Loss: 0.083393 ====> Epoch: 906 Average loss: 0.02780 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.649 ====================================================== Train Epoch: 907 [0000/0003 (0%)] Rec: 0.096, KLD: 0.017881393, Loss: 0.113914 ====> Epoch: 907 Average loss: 0.03797 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 908 [0000/0003 (0%)] Rec: 0.098, KLD: -0.000000000, Loss: 0.097845 ====> Epoch: 908 Average loss: 0.03262 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 909 [0000/0003 (0%)] Rec: 0.099, KLD: 0.047683716, Loss: 0.147107 ====> Epoch: 909 Average loss: 0.04904 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 910 [0000/0003 (0%)] Rec: 0.094, KLD: 0.038743019, Loss: 0.132805 ====> Epoch: 910 Average loss: 0.04427 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.704 ====================================================== Train Epoch: 911 [0000/0003 (0%)] Rec: 0.096, KLD: -0.014901161, Loss: 0.081352 ====> Epoch: 911 Average loss: 0.02712 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 912 [0000/0003 (0%)] Rec: 0.098, KLD: -0.014901161, Loss: 0.083020 ====> Epoch: 912 Average loss: 0.02767 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 913 [0000/0003 (0%)] Rec: 0.098, KLD: 0.026822090, Loss: 0.124552 ====> Epoch: 913 Average loss: 0.04152 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.636 ====================================================== Train Epoch: 914 [0000/0003 (0%)] Rec: 0.095, KLD: 0.005960464, Loss: 0.101010 ====> Epoch: 914 Average loss: 0.03367 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.629 ====================================================== Train Epoch: 915 [0000/0003 (0%)] Rec: 0.099, KLD: 0.035762787, Loss: 0.134883 ====> Epoch: 915 Average loss: 0.04496 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 916 [0000/0003 (0%)] Rec: 0.097, KLD: 0.020861626, Loss: 0.118090 ====> Epoch: 916 Average loss: 0.03936 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 917 [0000/0003 (0%)] Rec: 0.098, KLD: -0.005960464, Loss: 0.092149 ====> Epoch: 917 Average loss: 0.03072 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 918 [0000/0003 (0%)] Rec: 0.095, KLD: 0.002980232, Loss: 0.097933 ====> Epoch: 918 Average loss: 0.03264 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 919 [0000/0003 (0%)] Rec: 0.095, KLD: -0.005960464, Loss: 0.089413 ====> Epoch: 919 Average loss: 0.02980 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 920 [0000/0003 (0%)] Rec: 0.095, KLD: 0.002980232, Loss: 0.097536 ====> Epoch: 920 Average loss: 0.03251 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 921 [0000/0003 (0%)] Rec: 0.093, KLD: 0.017881393, Loss: 0.111042 ====> Epoch: 921 Average loss: 0.03701 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.646 ====================================================== Train Epoch: 922 [0000/0003 (0%)] Rec: 0.100, KLD: 0.029802322, Loss: 0.129897 ====> Epoch: 922 Average loss: 0.04330 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.644 ====================================================== Train Epoch: 923 [0000/0003 (0%)] Rec: 0.095, KLD: 0.017881393, Loss: 0.113205 ====> Epoch: 923 Average loss: 0.03774 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 924 [0000/0003 (0%)] Rec: 0.097, KLD: 0.047683716, Loss: 0.145041 ====> Epoch: 924 Average loss: 0.04835 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 925 [0000/0003 (0%)] Rec: 0.092, KLD: 0.026822090, Loss: 0.119235 ====> Epoch: 925 Average loss: 0.03974 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 926 [0000/0003 (0%)] Rec: 0.095, KLD: 0.035762787, Loss: 0.130816 ====> Epoch: 926 Average loss: 0.04361 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 927 [0000/0003 (0%)] Rec: 0.097, KLD: 0.026822090, Loss: 0.123695 ====> Epoch: 927 Average loss: 0.04123 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 928 [0000/0003 (0%)] Rec: 0.095, KLD: 0.011920929, Loss: 0.106726 ====> Epoch: 928 Average loss: 0.03558 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.637 ====================================================== Train Epoch: 929 [0000/0003 (0%)] Rec: 0.099, KLD: 0.029802322, Loss: 0.128771 ====> Epoch: 929 Average loss: 0.04292 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 930 [0000/0003 (0%)] Rec: 0.096, KLD: 0.005960464, Loss: 0.101500 ====> Epoch: 930 Average loss: 0.03383 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 931 [0000/0003 (0%)] Rec: 0.093, KLD: 0.011920929, Loss: 0.104529 ====> Epoch: 931 Average loss: 0.03484 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 932 [0000/0003 (0%)] Rec: 0.096, KLD: -0.032782555, Loss: 0.063003 ====> Epoch: 932 Average loss: 0.02100 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 933 [0000/0003 (0%)] Rec: 0.098, KLD: -0.029802322, Loss: 0.068183 ====> Epoch: 933 Average loss: 0.02273 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 934 [0000/0003 (0%)] Rec: 0.094, KLD: -0.011920929, Loss: 0.082440 ====> Epoch: 934 Average loss: 0.02748 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 935 [0000/0003 (0%)] Rec: 0.092, KLD: 0.035762787, Loss: 0.127271 ====> Epoch: 935 Average loss: 0.04242 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 936 [0000/0003 (0%)] Rec: 0.094, KLD: -0.014901161, Loss: 0.079197 ====> Epoch: 936 Average loss: 0.02640 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 937 [0000/0003 (0%)] Rec: 0.089, KLD: 0.032782555, Loss: 0.122016 ====> Epoch: 937 Average loss: 0.04067 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 938 [0000/0003 (0%)] Rec: 0.096, KLD: 0.029802322, Loss: 0.126237 ====> Epoch: 938 Average loss: 0.04208 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 939 [0000/0003 (0%)] Rec: 0.094, KLD: 0.005960464, Loss: 0.099768 ====> Epoch: 939 Average loss: 0.03326 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 940 [0000/0003 (0%)] Rec: 0.092, KLD: 0.056624413, Loss: 0.148395 ====> Epoch: 940 Average loss: 0.04946 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 941 [0000/0003 (0%)] Rec: 0.104, KLD: 0.023841858, Loss: 0.128046 ====> Epoch: 941 Average loss: 0.04268 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.639 ====================================================== Train Epoch: 942 [0000/0003 (0%)] Rec: 0.096, KLD: -0.047683716, Loss: 0.047818 ====> Epoch: 942 Average loss: 0.01594 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.647 ====================================================== Train Epoch: 943 [0000/0003 (0%)] Rec: 0.098, KLD: -0.011920929, Loss: 0.086106 ====> Epoch: 943 Average loss: 0.02870 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 944 [0000/0003 (0%)] Rec: 0.091, KLD: 0.017881393, Loss: 0.109046 ====> Epoch: 944 Average loss: 0.03635 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 945 [0000/0003 (0%)] Rec: 0.092, KLD: 0.044703484, Loss: 0.136405 ====> Epoch: 945 Average loss: 0.04547 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 946 [0000/0003 (0%)] Rec: 0.094, KLD: -0.023841858, Loss: 0.069667 ====> Epoch: 946 Average loss: 0.02322 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 947 [0000/0003 (0%)] Rec: 0.092, KLD: 0.017881393, Loss: 0.109422 ====> Epoch: 947 Average loss: 0.03647 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 948 [0000/0003 (0%)] Rec: 0.097, KLD: 0.023841858, Loss: 0.120545 ====> Epoch: 948 Average loss: 0.04018 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 949 [0000/0003 (0%)] Rec: 0.094, KLD: 0.008940697, Loss: 0.103350 ====> Epoch: 949 Average loss: 0.03445 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 950 [0000/0003 (0%)] Rec: 0.093, KLD: 0.026822090, Loss: 0.119860 ====> Epoch: 950 Average loss: 0.03995 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 951 [0000/0003 (0%)] Rec: 0.093, KLD: 0.065565109, Loss: 0.158536 ====> Epoch: 951 Average loss: 0.05285 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 952 [0000/0003 (0%)] Rec: 0.091, KLD: 0.008940697, Loss: 0.099536 ====> Epoch: 952 Average loss: 0.03318 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 953 [0000/0003 (0%)] Rec: 0.092, KLD: 0.011920929, Loss: 0.104124 ====> Epoch: 953 Average loss: 0.03471 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 954 [0000/0003 (0%)] Rec: 0.094, KLD: -0.005960464, Loss: 0.087633 ====> Epoch: 954 Average loss: 0.02921 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 955 [0000/0003 (0%)] Rec: 0.097, KLD: 0.008940697, Loss: 0.105824 ====> Epoch: 955 Average loss: 0.03527 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 956 [0000/0003 (0%)] Rec: 0.095, KLD: 0.029802322, Loss: 0.124689 ====> Epoch: 956 Average loss: 0.04156 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 957 [0000/0003 (0%)] Rec: 0.092, KLD: 0.020861626, Loss: 0.112902 ====> Epoch: 957 Average loss: 0.03763 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 958 [0000/0003 (0%)] Rec: 0.091, KLD: 0.026822090, Loss: 0.117364 ====> Epoch: 958 Average loss: 0.03912 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 959 [0000/0003 (0%)] Rec: 0.090, KLD: 0.029802322, Loss: 0.119559 ====> Epoch: 959 Average loss: 0.03985 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 960 [0000/0003 (0%)] Rec: 0.091, KLD: -0.050663948, Loss: 0.039952 ====> Epoch: 960 Average loss: 0.01332 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 961 [0000/0003 (0%)] Rec: 0.090, KLD: 0.044703484, Loss: 0.134888 ====> Epoch: 961 Average loss: 0.04496 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 962 [0000/0003 (0%)] Rec: 0.093, KLD: 0.032782555, Loss: 0.125978 ====> Epoch: 962 Average loss: 0.04199 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 963 [0000/0003 (0%)] Rec: 0.094, KLD: 0.008940697, Loss: 0.103047 ====> Epoch: 963 Average loss: 0.03435 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 964 [0000/0003 (0%)] Rec: 0.095, KLD: 0.005960464, Loss: 0.101160 ====> Epoch: 964 Average loss: 0.03372 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 965 [0000/0003 (0%)] Rec: 0.092, KLD: 0.020861626, Loss: 0.112808 ====> Epoch: 965 Average loss: 0.03760 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 966 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.115734 ====> Epoch: 966 Average loss: 0.03858 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 967 [0000/0003 (0%)] Rec: 0.091, KLD: 0.026822090, Loss: 0.117605 ====> Epoch: 967 Average loss: 0.03920 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 968 [0000/0003 (0%)] Rec: 0.095, KLD: 0.008940697, Loss: 0.104227 ====> Epoch: 968 Average loss: 0.03474 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.647 ====================================================== Train Epoch: 969 [0000/0003 (0%)] Rec: 0.096, KLD: 0.023841858, Loss: 0.120067 ====> Epoch: 969 Average loss: 0.04002 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.651 ====================================================== Train Epoch: 970 [0000/0003 (0%)] Rec: 0.095, KLD: 0.023841858, Loss: 0.118477 ====> Epoch: 970 Average loss: 0.03949 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 971 [0000/0003 (0%)] Rec: 0.096, KLD: 0.020861626, Loss: 0.116500 ====> Epoch: 971 Average loss: 0.03883 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 972 [0000/0003 (0%)] Rec: 0.091, KLD: 0.026822090, Loss: 0.117575 ====> Epoch: 972 Average loss: 0.03919 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 973 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.109151 ====> Epoch: 973 Average loss: 0.03638 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.720 ====================================================== Train Epoch: 974 [0000/0003 (0%)] Rec: 0.101, KLD: 0.053644180, Loss: 0.154857 ====> Epoch: 974 Average loss: 0.05162 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 975 [0000/0003 (0%)] Rec: 0.093, KLD: 0.011920929, Loss: 0.104719 ====> Epoch: 975 Average loss: 0.03491 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 976 [0000/0003 (0%)] Rec: 0.092, KLD: 0.026822090, Loss: 0.119175 ====> Epoch: 976 Average loss: 0.03973 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.638 ====================================================== Train Epoch: 977 [0000/0003 (0%)] Rec: 0.095, KLD: 0.011920929, Loss: 0.106545 ====> Epoch: 977 Average loss: 0.03552 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 978 [0000/0003 (0%)] Rec: 0.090, KLD: 0.062584877, Loss: 0.152409 ====> Epoch: 978 Average loss: 0.05080 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 979 [0000/0003 (0%)] Rec: 0.088, KLD: 0.005960464, Loss: 0.093734 ====> Epoch: 979 Average loss: 0.03124 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 980 [0000/0003 (0%)] Rec: 0.094, KLD: 0.032782555, Loss: 0.127187 ====> Epoch: 980 Average loss: 0.04240 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.708 ====================================================== Train Epoch: 981 [0000/0003 (0%)] Rec: 0.092, KLD: 0.029802322, Loss: 0.121964 ====> Epoch: 981 Average loss: 0.04065 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 982 [0000/0003 (0%)] Rec: 0.093, KLD: 0.002980232, Loss: 0.095899 ====> Epoch: 982 Average loss: 0.03197 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 983 [0000/0003 (0%)] Rec: 0.088, KLD: 0.044703484, Loss: 0.132673 ====> Epoch: 983 Average loss: 0.04422 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 984 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.095882 ====> Epoch: 984 Average loss: 0.03196 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 985 [0000/0003 (0%)] Rec: 0.092, KLD: 0.026822090, Loss: 0.119293 ====> Epoch: 985 Average loss: 0.03976 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 986 [0000/0003 (0%)] Rec: 0.092, KLD: 0.029802322, Loss: 0.122294 ====> Epoch: 986 Average loss: 0.04076 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 987 [0000/0003 (0%)] Rec: 0.099, KLD: 0.032782555, Loss: 0.131851 ====> Epoch: 987 Average loss: 0.04395 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 988 [0000/0003 (0%)] Rec: 0.095, KLD: 0.005960464, Loss: 0.100893 ====> Epoch: 988 Average loss: 0.03363 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 989 [0000/0003 (0%)] Rec: 0.094, KLD: 0.002980232, Loss: 0.097403 ====> Epoch: 989 Average loss: 0.03247 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 990 [0000/0003 (0%)] Rec: 0.093, KLD: 0.008940697, Loss: 0.101695 ====> Epoch: 990 Average loss: 0.03390 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.649 ====================================================== Train Epoch: 991 [0000/0003 (0%)] Rec: 0.091, KLD: 0.041723251, Loss: 0.132968 ====> Epoch: 991 Average loss: 0.04432 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 992 [0000/0003 (0%)] Rec: 0.088, KLD: 0.017881393, Loss: 0.105449 ====> Epoch: 992 Average loss: 0.03515 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 993 [0000/0003 (0%)] Rec: 0.089, KLD: 0.035762787, Loss: 0.124833 ====> Epoch: 993 Average loss: 0.04161 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 994 [0000/0003 (0%)] Rec: 0.098, KLD: 0.002980232, Loss: 0.101235 ====> Epoch: 994 Average loss: 0.03374 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 995 [0000/0003 (0%)] Rec: 0.094, KLD: 0.017881393, Loss: 0.111904 ====> Epoch: 995 Average loss: 0.03730 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 996 [0000/0003 (0%)] Rec: 0.094, KLD: 0.008940697, Loss: 0.102896 ====> Epoch: 996 Average loss: 0.03430 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 997 [0000/0003 (0%)] Rec: 0.088, KLD: -0.041723251, Loss: 0.046539 ====> Epoch: 997 Average loss: 0.01551 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 998 [0000/0003 (0%)] Rec: 0.088, KLD: 0.026822090, Loss: 0.114464 ====> Epoch: 998 Average loss: 0.03815 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 999 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.096077 ====> Epoch: 999 Average loss: 0.03203 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1000 [0000/0003 (0%)] Rec: 0.091, KLD: 0.011920929, Loss: 0.103397 ====> Epoch: 1000 Average loss: 0.03447 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.705 ====================================================== Train Epoch: 1001 [0000/0003 (0%)] Rec: 0.097, KLD: 0.026822090, Loss: 0.124297 ====> Epoch: 1001 Average loss: 0.04143 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1002 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.116031 ====> Epoch: 1002 Average loss: 0.03868 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1003 [0000/0003 (0%)] Rec: 0.091, KLD: 0.005960464, Loss: 0.096670 ====> Epoch: 1003 Average loss: 0.03222 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1004 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.095833 ====> Epoch: 1004 Average loss: 0.03194 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1005 [0000/0003 (0%)] Rec: 0.092, KLD: -0.014901161, Loss: 0.077412 ====> Epoch: 1005 Average loss: 0.02580 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1006 [0000/0003 (0%)] Rec: 0.087, KLD: -0.002980232, Loss: 0.083588 ====> Epoch: 1006 Average loss: 0.02786 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1007 [0000/0003 (0%)] Rec: 0.089, KLD: 0.062584877, Loss: 0.151869 ====> Epoch: 1007 Average loss: 0.05062 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1008 [0000/0003 (0%)] Rec: 0.087, KLD: -0.005960464, Loss: 0.081039 ====> Epoch: 1008 Average loss: 0.02701 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1009 [0000/0003 (0%)] Rec: 0.091, KLD: 0.020861626, Loss: 0.111480 ====> Epoch: 1009 Average loss: 0.03716 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1010 [0000/0003 (0%)] Rec: 0.094, KLD: 0.005960464, Loss: 0.099776 ====> Epoch: 1010 Average loss: 0.03326 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1011 [0000/0003 (0%)] Rec: 0.094, KLD: -0.014901161, Loss: 0.079578 ====> Epoch: 1011 Average loss: 0.02653 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1012 [0000/0003 (0%)] Rec: 0.092, KLD: 0.017881393, Loss: 0.110181 ====> Epoch: 1012 Average loss: 0.03673 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1013 [0000/0003 (0%)] Rec: 0.098, KLD: 0.017881393, Loss: 0.115757 ====> Epoch: 1013 Average loss: 0.03859 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1014 [0000/0003 (0%)] Rec: 0.092, KLD: 0.017881393, Loss: 0.109784 ====> Epoch: 1014 Average loss: 0.03659 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1015 [0000/0003 (0%)] Rec: 0.093, KLD: -0.000000000, Loss: 0.092939 ====> Epoch: 1015 Average loss: 0.03098 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1016 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092545 ====> Epoch: 1016 Average loss: 0.03085 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1017 [0000/0003 (0%)] Rec: 0.094, KLD: 0.002980232, Loss: 0.096659 ====> Epoch: 1017 Average loss: 0.03222 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 1018 [0000/0003 (0%)] Rec: 0.093, KLD: 0.023841858, Loss: 0.116942 ====> Epoch: 1018 Average loss: 0.03898 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1019 [0000/0003 (0%)] Rec: 0.090, KLD: 0.017881393, Loss: 0.108302 ====> Epoch: 1019 Average loss: 0.03610 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1020 [0000/0003 (0%)] Rec: 0.090, KLD: 0.014901161, Loss: 0.105174 ====> Epoch: 1020 Average loss: 0.03506 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1021 [0000/0003 (0%)] Rec: 0.091, KLD: 0.008940697, Loss: 0.100332 ====> Epoch: 1021 Average loss: 0.03344 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1022 [0000/0003 (0%)] Rec: 0.092, KLD: 0.044703484, Loss: 0.136246 ====> Epoch: 1022 Average loss: 0.04542 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1023 [0000/0003 (0%)] Rec: 0.091, KLD: -0.032782555, Loss: 0.058016 ====> Epoch: 1023 Average loss: 0.01934 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1024 [0000/0003 (0%)] Rec: 0.091, KLD: 0.008940697, Loss: 0.099848 ====> Epoch: 1024 Average loss: 0.03328 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1025 [0000/0003 (0%)] Rec: 0.093, KLD: 0.035762787, Loss: 0.129250 ====> Epoch: 1025 Average loss: 0.04308 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1026 [0000/0003 (0%)] Rec: 0.097, KLD: 0.035762787, Loss: 0.132534 ====> Epoch: 1026 Average loss: 0.04418 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 1027 [0000/0003 (0%)] Rec: 0.091, KLD: -0.020861626, Loss: 0.070301 ====> Epoch: 1027 Average loss: 0.02343 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.643 ====================================================== Train Epoch: 1028 [0000/0003 (0%)] Rec: 0.097, KLD: 0.008940697, Loss: 0.106247 ====> Epoch: 1028 Average loss: 0.03542 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 1029 [0000/0003 (0%)] Rec: 0.094, KLD: 0.047683716, Loss: 0.141324 ====> Epoch: 1029 Average loss: 0.04711 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1030 [0000/0003 (0%)] Rec: 0.092, KLD: -0.014901161, Loss: 0.076678 ====> Epoch: 1030 Average loss: 0.02556 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1031 [0000/0003 (0%)] Rec: 0.091, KLD: 0.038743019, Loss: 0.129628 ====> Epoch: 1031 Average loss: 0.04321 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1032 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.109079 ====> Epoch: 1032 Average loss: 0.03636 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1033 [0000/0003 (0%)] Rec: 0.090, KLD: 0.041723251, Loss: 0.131697 ====> Epoch: 1033 Average loss: 0.04390 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1034 [0000/0003 (0%)] Rec: 0.090, KLD: 0.005960464, Loss: 0.096268 ====> Epoch: 1034 Average loss: 0.03209 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 1035 [0000/0003 (0%)] Rec: 0.089, KLD: -0.014901161, Loss: 0.074551 ====> Epoch: 1035 Average loss: 0.02485 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1036 [0000/0003 (0%)] Rec: 0.094, KLD: 0.041723251, Loss: 0.135640 ====> Epoch: 1036 Average loss: 0.04521 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1037 [0000/0003 (0%)] Rec: 0.092, KLD: -0.017881393, Loss: 0.074596 ====> Epoch: 1037 Average loss: 0.02487 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1038 [0000/0003 (0%)] Rec: 0.087, KLD: 0.017881393, Loss: 0.104731 ====> Epoch: 1038 Average loss: 0.03491 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.711 ====================================================== Train Epoch: 1039 [0000/0003 (0%)] Rec: 0.092, KLD: 0.014901161, Loss: 0.106463 ====> Epoch: 1039 Average loss: 0.03549 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1040 [0000/0003 (0%)] Rec: 0.093, KLD: 0.017881393, Loss: 0.110765 ====> Epoch: 1040 Average loss: 0.03692 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1041 [0000/0003 (0%)] Rec: 0.088, KLD: -0.000000000, Loss: 0.088407 ====> Epoch: 1041 Average loss: 0.02947 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1042 [0000/0003 (0%)] Rec: 0.091, KLD: 0.020861626, Loss: 0.112082 ====> Epoch: 1042 Average loss: 0.03736 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1043 [0000/0003 (0%)] Rec: 0.090, KLD: 0.017881393, Loss: 0.107723 ====> Epoch: 1043 Average loss: 0.03591 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1044 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.115488 ====> Epoch: 1044 Average loss: 0.03850 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1045 [0000/0003 (0%)] Rec: 0.088, KLD: 0.002980232, Loss: 0.091382 ====> Epoch: 1045 Average loss: 0.03046 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1046 [0000/0003 (0%)] Rec: 0.092, KLD: 0.032782555, Loss: 0.124343 ====> Epoch: 1046 Average loss: 0.04145 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1047 [0000/0003 (0%)] Rec: 0.090, KLD: -0.032782555, Loss: 0.057410 ====> Epoch: 1047 Average loss: 0.01914 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1048 [0000/0003 (0%)] Rec: 0.091, KLD: -0.026822090, Loss: 0.064224 ====> Epoch: 1048 Average loss: 0.02141 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1049 [0000/0003 (0%)] Rec: 0.091, KLD: 0.020861626, Loss: 0.111408 ====> Epoch: 1049 Average loss: 0.03714 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1050 [0000/0003 (0%)] Rec: 0.090, KLD: -0.011920929, Loss: 0.077723 ====> Epoch: 1050 Average loss: 0.02591 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1051 [0000/0003 (0%)] Rec: 0.089, KLD: 0.014901161, Loss: 0.103562 ====> Epoch: 1051 Average loss: 0.03452 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 1052 [0000/0003 (0%)] Rec: 0.088, KLD: 0.005960464, Loss: 0.094050 ====> Epoch: 1052 Average loss: 0.03135 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1053 [0000/0003 (0%)] Rec: 0.088, KLD: 0.038743019, Loss: 0.126937 ====> Epoch: 1053 Average loss: 0.04231 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1054 [0000/0003 (0%)] Rec: 0.090, KLD: -0.002980232, Loss: 0.087473 ====> Epoch: 1054 Average loss: 0.02916 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1055 [0000/0003 (0%)] Rec: 0.087, KLD: 0.017881393, Loss: 0.104913 ====> Epoch: 1055 Average loss: 0.03497 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1056 [0000/0003 (0%)] Rec: 0.092, KLD: 0.002980232, Loss: 0.094538 ====> Epoch: 1056 Average loss: 0.03151 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1057 [0000/0003 (0%)] Rec: 0.088, KLD: -0.005960464, Loss: 0.082133 ====> Epoch: 1057 Average loss: 0.02738 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 1058 [0000/0003 (0%)] Rec: 0.086, KLD: 0.008940697, Loss: 0.095064 ====> Epoch: 1058 Average loss: 0.03169 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1059 [0000/0003 (0%)] Rec: 0.086, KLD: 0.041723251, Loss: 0.127602 ====> Epoch: 1059 Average loss: 0.04253 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1060 [0000/0003 (0%)] Rec: 0.087, KLD: 0.005960464, Loss: 0.092951 ====> Epoch: 1060 Average loss: 0.03098 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1061 [0000/0003 (0%)] Rec: 0.089, KLD: 0.044703484, Loss: 0.133815 ====> Epoch: 1061 Average loss: 0.04460 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1062 [0000/0003 (0%)] Rec: 0.090, KLD: 0.008940697, Loss: 0.098630 ====> Epoch: 1062 Average loss: 0.03288 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1063 [0000/0003 (0%)] Rec: 0.090, KLD: 0.035762787, Loss: 0.125342 ====> Epoch: 1063 Average loss: 0.04178 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 1064 [0000/0003 (0%)] Rec: 0.091, KLD: -0.002980232, Loss: 0.087877 ====> Epoch: 1064 Average loss: 0.02929 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1065 [0000/0003 (0%)] Rec: 0.089, KLD: 0.014901161, Loss: 0.103575 ====> Epoch: 1065 Average loss: 0.03452 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1066 [0000/0003 (0%)] Rec: 0.087, KLD: -0.017881393, Loss: 0.069525 ====> Epoch: 1066 Average loss: 0.02317 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1067 [0000/0003 (0%)] Rec: 0.093, KLD: 0.011920929, Loss: 0.104549 ====> Epoch: 1067 Average loss: 0.03485 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1068 [0000/0003 (0%)] Rec: 0.089, KLD: 0.011920929, Loss: 0.100671 ====> Epoch: 1068 Average loss: 0.03356 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1069 [0000/0003 (0%)] Rec: 0.085, KLD: -0.017881393, Loss: 0.066680 ====> Epoch: 1069 Average loss: 0.02223 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1070 [0000/0003 (0%)] Rec: 0.089, KLD: 0.056624413, Loss: 0.145394 ====> Epoch: 1070 Average loss: 0.04846 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1071 [0000/0003 (0%)] Rec: 0.087, KLD: 0.005960464, Loss: 0.092859 ====> Epoch: 1071 Average loss: 0.03095 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1072 [0000/0003 (0%)] Rec: 0.089, KLD: -0.008940697, Loss: 0.080190 ====> Epoch: 1072 Average loss: 0.02673 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1073 [0000/0003 (0%)] Rec: 0.096, KLD: -0.008940697, Loss: 0.087113 ====> Epoch: 1073 Average loss: 0.02904 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1074 [0000/0003 (0%)] Rec: 0.088, KLD: 0.050663948, Loss: 0.139102 ====> Epoch: 1074 Average loss: 0.04637 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1075 [0000/0003 (0%)] Rec: 0.086, KLD: -0.008940697, Loss: 0.076835 ====> Epoch: 1075 Average loss: 0.02561 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1076 [0000/0003 (0%)] Rec: 0.090, KLD: 0.056624413, Loss: 0.146918 ====> Epoch: 1076 Average loss: 0.04897 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1077 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.096354 ====> Epoch: 1077 Average loss: 0.03212 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1078 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.109048 ====> Epoch: 1078 Average loss: 0.03635 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1079 [0000/0003 (0%)] Rec: 0.094, KLD: 0.023841858, Loss: 0.117655 ====> Epoch: 1079 Average loss: 0.03922 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1080 [0000/0003 (0%)] Rec: 0.088, KLD: 0.023841858, Loss: 0.112182 ====> Epoch: 1080 Average loss: 0.03739 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 1081 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.099287 ====> Epoch: 1081 Average loss: 0.03310 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 1082 [0000/0003 (0%)] Rec: 0.092, KLD: -0.000000000, Loss: 0.092473 ====> Epoch: 1082 Average loss: 0.03082 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1083 [0000/0003 (0%)] Rec: 0.086, KLD: -0.000000000, Loss: 0.086324 ====> Epoch: 1083 Average loss: 0.02877 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1084 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.096034 ====> Epoch: 1084 Average loss: 0.03201 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1085 [0000/0003 (0%)] Rec: 0.086, KLD: 0.002980232, Loss: 0.088914 ====> Epoch: 1085 Average loss: 0.02964 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1086 [0000/0003 (0%)] Rec: 0.088, KLD: -0.053644180, Loss: 0.034349 ====> Epoch: 1086 Average loss: 0.01145 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1087 [0000/0003 (0%)] Rec: 0.090, KLD: 0.035762787, Loss: 0.125593 ====> Epoch: 1087 Average loss: 0.04186 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1088 [0000/0003 (0%)] Rec: 0.088, KLD: 0.011920929, Loss: 0.099767 ====> Epoch: 1088 Average loss: 0.03326 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1089 [0000/0003 (0%)] Rec: 0.089, KLD: 0.014901161, Loss: 0.104384 ====> Epoch: 1089 Average loss: 0.03479 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1090 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.115999 ====> Epoch: 1090 Average loss: 0.03867 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1091 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.109281 ====> Epoch: 1091 Average loss: 0.03643 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1092 [0000/0003 (0%)] Rec: 0.086, KLD: 0.008940697, Loss: 0.094836 ====> Epoch: 1092 Average loss: 0.03161 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1093 [0000/0003 (0%)] Rec: 0.087, KLD: 0.044703484, Loss: 0.131804 ====> Epoch: 1093 Average loss: 0.04393 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1094 [0000/0003 (0%)] Rec: 0.087, KLD: 0.014901161, Loss: 0.102117 ====> Epoch: 1094 Average loss: 0.03404 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1095 [0000/0003 (0%)] Rec: 0.086, KLD: 0.026822090, Loss: 0.112703 ====> Epoch: 1095 Average loss: 0.03757 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 1096 [0000/0003 (0%)] Rec: 0.085, KLD: -0.005960464, Loss: 0.079009 ====> Epoch: 1096 Average loss: 0.02634 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1097 [0000/0003 (0%)] Rec: 0.092, KLD: 0.005960464, Loss: 0.098353 ====> Epoch: 1097 Average loss: 0.03278 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1098 [0000/0003 (0%)] Rec: 0.085, KLD: 0.026822090, Loss: 0.111942 ====> Epoch: 1098 Average loss: 0.03731 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.706 ====================================================== Train Epoch: 1099 [0000/0003 (0%)] Rec: 0.091, KLD: 0.008940697, Loss: 0.099970 ====> Epoch: 1099 Average loss: 0.03332 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1100 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.116003 ====> Epoch: 1100 Average loss: 0.03867 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1101 [0000/0003 (0%)] Rec: 0.090, KLD: 0.017881393, Loss: 0.108087 ====> Epoch: 1101 Average loss: 0.03603 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 1102 [0000/0003 (0%)] Rec: 0.089, KLD: -0.002980232, Loss: 0.086436 ====> Epoch: 1102 Average loss: 0.02881 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1103 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.116164 ====> Epoch: 1103 Average loss: 0.03872 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 1104 [0000/0003 (0%)] Rec: 0.085, KLD: 0.026822090, Loss: 0.111426 ====> Epoch: 1104 Average loss: 0.03714 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1105 [0000/0003 (0%)] Rec: 0.088, KLD: 0.029802322, Loss: 0.118282 ====> Epoch: 1105 Average loss: 0.03943 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1106 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.116013 ====> Epoch: 1106 Average loss: 0.03867 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1107 [0000/0003 (0%)] Rec: 0.087, KLD: -0.005960464, Loss: 0.081076 ====> Epoch: 1107 Average loss: 0.02703 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1108 [0000/0003 (0%)] Rec: 0.087, KLD: 0.041723251, Loss: 0.129086 ====> Epoch: 1108 Average loss: 0.04303 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 1109 [0000/0003 (0%)] Rec: 0.093, KLD: 0.017881393, Loss: 0.110448 ====> Epoch: 1109 Average loss: 0.03682 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 1110 [0000/0003 (0%)] Rec: 0.085, KLD: -0.000000000, Loss: 0.084688 ====> Epoch: 1110 Average loss: 0.02823 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1111 [0000/0003 (0%)] Rec: 0.087, KLD: 0.029802322, Loss: 0.116728 ====> Epoch: 1111 Average loss: 0.03891 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1112 [0000/0003 (0%)] Rec: 0.086, KLD: -0.005960464, Loss: 0.080336 ====> Epoch: 1112 Average loss: 0.02678 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1113 [0000/0003 (0%)] Rec: 0.088, KLD: -0.002980232, Loss: 0.085149 ====> Epoch: 1113 Average loss: 0.02838 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1114 [0000/0003 (0%)] Rec: 0.090, KLD: 0.029802322, Loss: 0.119458 ====> Epoch: 1114 Average loss: 0.03982 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1115 [0000/0003 (0%)] Rec: 0.087, KLD: 0.056624413, Loss: 0.144114 ====> Epoch: 1115 Average loss: 0.04804 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1116 [0000/0003 (0%)] Rec: 0.088, KLD: 0.005960464, Loss: 0.093997 ====> Epoch: 1116 Average loss: 0.03133 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1117 [0000/0003 (0%)] Rec: 0.088, KLD: 0.023841858, Loss: 0.111741 ====> Epoch: 1117 Average loss: 0.03725 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1118 [0000/0003 (0%)] Rec: 0.085, KLD: 0.044703484, Loss: 0.129748 ====> Epoch: 1118 Average loss: 0.04325 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1119 [0000/0003 (0%)] Rec: 0.086, KLD: 0.005960464, Loss: 0.091814 ====> Epoch: 1119 Average loss: 0.03060 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.709 ====================================================== Train Epoch: 1120 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.096100 ====> Epoch: 1120 Average loss: 0.03203 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.711 ====================================================== Train Epoch: 1121 [0000/0003 (0%)] Rec: 0.088, KLD: 0.008940697, Loss: 0.096850 ====> Epoch: 1121 Average loss: 0.03228 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.704 ====================================================== Train Epoch: 1122 [0000/0003 (0%)] Rec: 0.089, KLD: 0.047683716, Loss: 0.136557 ====> Epoch: 1122 Average loss: 0.04552 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1123 [0000/0003 (0%)] Rec: 0.087, KLD: -0.002980232, Loss: 0.084010 ====> Epoch: 1123 Average loss: 0.02800 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1124 [0000/0003 (0%)] Rec: 0.090, KLD: -0.005960464, Loss: 0.083947 ====> Epoch: 1124 Average loss: 0.02798 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 1125 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.108733 ====> Epoch: 1125 Average loss: 0.03624 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1126 [0000/0003 (0%)] Rec: 0.087, KLD: -0.000000000, Loss: 0.087296 ====> Epoch: 1126 Average loss: 0.02910 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1127 [0000/0003 (0%)] Rec: 0.086, KLD: -0.011920929, Loss: 0.074418 ====> Epoch: 1127 Average loss: 0.02481 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1128 [0000/0003 (0%)] Rec: 0.087, KLD: 0.035762787, Loss: 0.122757 ====> Epoch: 1128 Average loss: 0.04092 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1129 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.105504 ====> Epoch: 1129 Average loss: 0.03517 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1130 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.115800 ====> Epoch: 1130 Average loss: 0.03860 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1131 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099557 ====> Epoch: 1131 Average loss: 0.03319 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1132 [0000/0003 (0%)] Rec: 0.087, KLD: 0.032782555, Loss: 0.119735 ====> Epoch: 1132 Average loss: 0.03991 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1133 [0000/0003 (0%)] Rec: 0.088, KLD: 0.023841858, Loss: 0.111422 ====> Epoch: 1133 Average loss: 0.03714 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1134 [0000/0003 (0%)] Rec: 0.088, KLD: 0.011920929, Loss: 0.100309 ====> Epoch: 1134 Average loss: 0.03344 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1135 [0000/0003 (0%)] Rec: 0.087, KLD: -0.020861626, Loss: 0.066319 ====> Epoch: 1135 Average loss: 0.02211 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1136 [0000/0003 (0%)] Rec: 0.088, KLD: 0.038743019, Loss: 0.126648 ====> Epoch: 1136 Average loss: 0.04222 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1137 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099650 ====> Epoch: 1137 Average loss: 0.03322 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1138 [0000/0003 (0%)] Rec: 0.090, KLD: 0.020861626, Loss: 0.110830 ====> Epoch: 1138 Average loss: 0.03694 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1139 [0000/0003 (0%)] Rec: 0.087, KLD: 0.020861626, Loss: 0.108064 ====> Epoch: 1139 Average loss: 0.03602 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1140 [0000/0003 (0%)] Rec: 0.084, KLD: 0.044703484, Loss: 0.128627 ====> Epoch: 1140 Average loss: 0.04288 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1141 [0000/0003 (0%)] Rec: 0.084, KLD: -0.017881393, Loss: 0.066351 ====> Epoch: 1141 Average loss: 0.02212 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1142 [0000/0003 (0%)] Rec: 0.086, KLD: 0.035762787, Loss: 0.121703 ====> Epoch: 1142 Average loss: 0.04057 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1143 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.098906 ====> Epoch: 1143 Average loss: 0.03297 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1144 [0000/0003 (0%)] Rec: 0.085, KLD: 0.023841858, Loss: 0.108879 ====> Epoch: 1144 Average loss: 0.03629 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1145 [0000/0003 (0%)] Rec: 0.086, KLD: 0.014901161, Loss: 0.100896 ====> Epoch: 1145 Average loss: 0.03363 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1146 [0000/0003 (0%)] Rec: 0.088, KLD: 0.026822090, Loss: 0.114968 ====> Epoch: 1146 Average loss: 0.03832 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1147 [0000/0003 (0%)] Rec: 0.084, KLD: 0.026822090, Loss: 0.111122 ====> Epoch: 1147 Average loss: 0.03704 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1148 [0000/0003 (0%)] Rec: 0.083, KLD: -0.026822090, Loss: 0.056385 ====> Epoch: 1148 Average loss: 0.01880 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1149 [0000/0003 (0%)] Rec: 0.089, KLD: 0.023841858, Loss: 0.112916 ====> Epoch: 1149 Average loss: 0.03764 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1150 [0000/0003 (0%)] Rec: 0.090, KLD: 0.014901161, Loss: 0.105112 ====> Epoch: 1150 Average loss: 0.03504 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1151 [0000/0003 (0%)] Rec: 0.086, KLD: -0.002980232, Loss: 0.083187 ====> Epoch: 1151 Average loss: 0.02773 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1152 [0000/0003 (0%)] Rec: 0.086, KLD: 0.011920929, Loss: 0.097563 ====> Epoch: 1152 Average loss: 0.03252 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1153 [0000/0003 (0%)] Rec: 0.086, KLD: 0.038743019, Loss: 0.124982 ====> Epoch: 1153 Average loss: 0.04166 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1154 [0000/0003 (0%)] Rec: 0.084, KLD: 0.050663948, Loss: 0.134464 ====> Epoch: 1154 Average loss: 0.04482 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1155 [0000/0003 (0%)] Rec: 0.088, KLD: 0.008940697, Loss: 0.096649 ====> Epoch: 1155 Average loss: 0.03222 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1156 [0000/0003 (0%)] Rec: 0.088, KLD: 0.017881393, Loss: 0.105908 ====> Epoch: 1156 Average loss: 0.03530 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1157 [0000/0003 (0%)] Rec: 0.086, KLD: 0.002980232, Loss: 0.089438 ====> Epoch: 1157 Average loss: 0.02981 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1158 [0000/0003 (0%)] Rec: 0.086, KLD: 0.008940697, Loss: 0.094582 ====> Epoch: 1158 Average loss: 0.03153 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1159 [0000/0003 (0%)] Rec: 0.086, KLD: -0.011920929, Loss: 0.073630 ====> Epoch: 1159 Average loss: 0.02454 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1160 [0000/0003 (0%)] Rec: 0.085, KLD: -0.008940697, Loss: 0.076007 ====> Epoch: 1160 Average loss: 0.02534 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1161 [0000/0003 (0%)] Rec: 0.089, KLD: 0.029802322, Loss: 0.119216 ====> Epoch: 1161 Average loss: 0.03974 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1162 [0000/0003 (0%)] Rec: 0.087, KLD: 0.005960464, Loss: 0.092832 ====> Epoch: 1162 Average loss: 0.03094 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1163 [0000/0003 (0%)] Rec: 0.088, KLD: -0.008940697, Loss: 0.078805 ====> Epoch: 1163 Average loss: 0.02627 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1164 [0000/0003 (0%)] Rec: 0.086, KLD: 0.005960464, Loss: 0.091956 ====> Epoch: 1164 Average loss: 0.03065 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1165 [0000/0003 (0%)] Rec: 0.088, KLD: 0.050663948, Loss: 0.138835 ====> Epoch: 1165 Average loss: 0.04628 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1166 [0000/0003 (0%)] Rec: 0.084, KLD: 0.032782555, Loss: 0.117191 ====> Epoch: 1166 Average loss: 0.03906 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 1167 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076176 ====> Epoch: 1167 Average loss: 0.02539 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1168 [0000/0003 (0%)] Rec: 0.085, KLD: 0.029802322, Loss: 0.114937 ====> Epoch: 1168 Average loss: 0.03831 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1169 [0000/0003 (0%)] Rec: 0.083, KLD: 0.029802322, Loss: 0.113056 ====> Epoch: 1169 Average loss: 0.03769 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1170 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.099735 ====> Epoch: 1170 Average loss: 0.03324 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1171 [0000/0003 (0%)] Rec: 0.086, KLD: -0.005960464, Loss: 0.079758 ====> Epoch: 1171 Average loss: 0.02659 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1172 [0000/0003 (0%)] Rec: 0.087, KLD: -0.026822090, Loss: 0.059939 ====> Epoch: 1172 Average loss: 0.01998 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1173 [0000/0003 (0%)] Rec: 0.087, KLD: 0.023841858, Loss: 0.111183 ====> Epoch: 1173 Average loss: 0.03706 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1174 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.099266 ====> Epoch: 1174 Average loss: 0.03309 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1175 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.089405 ====> Epoch: 1175 Average loss: 0.02980 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1176 [0000/0003 (0%)] Rec: 0.086, KLD: 0.020861626, Loss: 0.106825 ====> Epoch: 1176 Average loss: 0.03561 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1177 [0000/0003 (0%)] Rec: 0.085, KLD: 0.017881393, Loss: 0.103007 ====> Epoch: 1177 Average loss: 0.03434 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1178 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.099176 ====> Epoch: 1178 Average loss: 0.03306 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.647 ====================================================== Train Epoch: 1179 [0000/0003 (0%)] Rec: 0.085, KLD: 0.035762787, Loss: 0.120297 ====> Epoch: 1179 Average loss: 0.04010 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1180 [0000/0003 (0%)] Rec: 0.083, KLD: 0.029802322, Loss: 0.112755 ====> Epoch: 1180 Average loss: 0.03759 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1181 [0000/0003 (0%)] Rec: 0.087, KLD: 0.032782555, Loss: 0.120233 ====> Epoch: 1181 Average loss: 0.04008 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1182 [0000/0003 (0%)] Rec: 0.086, KLD: 0.002980232, Loss: 0.089446 ====> Epoch: 1182 Average loss: 0.02982 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1183 [0000/0003 (0%)] Rec: 0.087, KLD: 0.032782555, Loss: 0.120146 ====> Epoch: 1183 Average loss: 0.04005 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1184 [0000/0003 (0%)] Rec: 0.086, KLD: 0.008940697, Loss: 0.095232 ====> Epoch: 1184 Average loss: 0.03174 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1185 [0000/0003 (0%)] Rec: 0.084, KLD: 0.053644180, Loss: 0.138038 ====> Epoch: 1185 Average loss: 0.04601 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1186 [0000/0003 (0%)] Rec: 0.086, KLD: 0.014901161, Loss: 0.100687 ====> Epoch: 1186 Average loss: 0.03356 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 1187 [0000/0003 (0%)] Rec: 0.087, KLD: 0.023841858, Loss: 0.111143 ====> Epoch: 1187 Average loss: 0.03705 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1188 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.098794 ====> Epoch: 1188 Average loss: 0.03293 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1189 [0000/0003 (0%)] Rec: 0.087, KLD: 0.017881393, Loss: 0.105301 ====> Epoch: 1189 Average loss: 0.03510 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1190 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.080695 ====> Epoch: 1190 Average loss: 0.02690 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1191 [0000/0003 (0%)] Rec: 0.089, KLD: 0.008940697, Loss: 0.098086 ====> Epoch: 1191 Average loss: 0.03270 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1192 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.080736 ====> Epoch: 1192 Average loss: 0.02691 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1193 [0000/0003 (0%)] Rec: 0.080, KLD: 0.056624413, Loss: 0.136860 ====> Epoch: 1193 Average loss: 0.04562 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1194 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.106608 ====> Epoch: 1194 Average loss: 0.03554 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1195 [0000/0003 (0%)] Rec: 0.083, KLD: -0.005960464, Loss: 0.076711 ====> Epoch: 1195 Average loss: 0.02557 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1196 [0000/0003 (0%)] Rec: 0.083, KLD: 0.032782555, Loss: 0.115466 ====> Epoch: 1196 Average loss: 0.03849 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1197 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.107745 ====> Epoch: 1197 Average loss: 0.03592 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.653 ====================================================== Train Epoch: 1198 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099883 ====> Epoch: 1198 Average loss: 0.03329 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1199 [0000/0003 (0%)] Rec: 0.086, KLD: 0.011920929, Loss: 0.097805 ====> Epoch: 1199 Average loss: 0.03260 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 1200 [0000/0003 (0%)] Rec: 0.086, KLD: 0.050663948, Loss: 0.136359 ====> Epoch: 1200 Average loss: 0.04545 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1201 [0000/0003 (0%)] Rec: 0.087, KLD: -0.011920929, Loss: 0.075084 ====> Epoch: 1201 Average loss: 0.02503 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1202 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.107205 ====> Epoch: 1202 Average loss: 0.03574 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1203 [0000/0003 (0%)] Rec: 0.084, KLD: 0.023841858, Loss: 0.107553 ====> Epoch: 1203 Average loss: 0.03585 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1204 [0000/0003 (0%)] Rec: 0.084, KLD: 0.005960464, Loss: 0.089554 ====> Epoch: 1204 Average loss: 0.02985 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1205 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092539 ====> Epoch: 1205 Average loss: 0.03085 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1206 [0000/0003 (0%)] Rec: 0.085, KLD: 0.062584877, Loss: 0.147385 ====> Epoch: 1206 Average loss: 0.04913 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.645 ====================================================== Train Epoch: 1207 [0000/0003 (0%)] Rec: 0.085, KLD: 0.023841858, Loss: 0.108551 ====> Epoch: 1207 Average loss: 0.03618 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.652 ====================================================== Train Epoch: 1208 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.100353 ====> Epoch: 1208 Average loss: 0.03345 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1209 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.105768 ====> Epoch: 1209 Average loss: 0.03526 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 1210 [0000/0003 (0%)] Rec: 0.085, KLD: 0.035762787, Loss: 0.120671 ====> Epoch: 1210 Average loss: 0.04022 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1211 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.075602 ====> Epoch: 1211 Average loss: 0.02520 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1212 [0000/0003 (0%)] Rec: 0.084, KLD: 0.047683716, Loss: 0.131204 ====> Epoch: 1212 Average loss: 0.04373 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1213 [0000/0003 (0%)] Rec: 0.083, KLD: -0.002980232, Loss: 0.080125 ====> Epoch: 1213 Average loss: 0.02671 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 1214 [0000/0003 (0%)] Rec: 0.084, KLD: -0.008940697, Loss: 0.074645 ====> Epoch: 1214 Average loss: 0.02488 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 1215 [0000/0003 (0%)] Rec: 0.085, KLD: -0.005960464, Loss: 0.079234 ====> Epoch: 1215 Average loss: 0.02641 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1216 [0000/0003 (0%)] Rec: 0.086, KLD: 0.044703484, Loss: 0.130744 ====> Epoch: 1216 Average loss: 0.04358 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 1217 [0000/0003 (0%)] Rec: 0.090, KLD: 0.014901161, Loss: 0.105319 ====> Epoch: 1217 Average loss: 0.03511 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1218 [0000/0003 (0%)] Rec: 0.086, KLD: 0.065565109, Loss: 0.151879 ====> Epoch: 1218 Average loss: 0.05063 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.705 ====================================================== Train Epoch: 1219 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.099217 ====> Epoch: 1219 Average loss: 0.03307 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1220 [0000/0003 (0%)] Rec: 0.086, KLD: 0.023841858, Loss: 0.110214 ====> Epoch: 1220 Average loss: 0.03674 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1221 [0000/0003 (0%)] Rec: 0.084, KLD: 0.044703484, Loss: 0.128238 ====> Epoch: 1221 Average loss: 0.04275 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 1222 [0000/0003 (0%)] Rec: 0.089, KLD: -0.032782555, Loss: 0.056017 ====> Epoch: 1222 Average loss: 0.01867 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1223 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.108375 ====> Epoch: 1223 Average loss: 0.03613 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1224 [0000/0003 (0%)] Rec: 0.083, KLD: 0.026822090, Loss: 0.109583 ====> Epoch: 1224 Average loss: 0.03653 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1225 [0000/0003 (0%)] Rec: 0.086, KLD: -0.008940697, Loss: 0.077290 ====> Epoch: 1225 Average loss: 0.02576 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1226 [0000/0003 (0%)] Rec: 0.085, KLD: -0.008940697, Loss: 0.076380 ====> Epoch: 1226 Average loss: 0.02546 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1227 [0000/0003 (0%)] Rec: 0.085, KLD: 0.044703484, Loss: 0.129859 ====> Epoch: 1227 Average loss: 0.04329 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 1228 [0000/0003 (0%)] Rec: 0.085, KLD: 0.017881393, Loss: 0.102545 ====> Epoch: 1228 Average loss: 0.03418 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1229 [0000/0003 (0%)] Rec: 0.088, KLD: -0.000000000, Loss: 0.088138 ====> Epoch: 1229 Average loss: 0.02938 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1230 [0000/0003 (0%)] Rec: 0.088, KLD: 0.035762787, Loss: 0.124017 ====> Epoch: 1230 Average loss: 0.04134 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 1231 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.098677 ====> Epoch: 1231 Average loss: 0.03289 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1232 [0000/0003 (0%)] Rec: 0.084, KLD: 0.011920929, Loss: 0.095519 ====> Epoch: 1232 Average loss: 0.03184 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1233 [0000/0003 (0%)] Rec: 0.086, KLD: 0.032782555, Loss: 0.118586 ====> Epoch: 1233 Average loss: 0.03953 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1234 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.115695 ====> Epoch: 1234 Average loss: 0.03856 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1235 [0000/0003 (0%)] Rec: 0.084, KLD: -0.000000000, Loss: 0.084452 ====> Epoch: 1235 Average loss: 0.02815 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1236 [0000/0003 (0%)] Rec: 0.085, KLD: -0.011920929, Loss: 0.072917 ====> Epoch: 1236 Average loss: 0.02431 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1237 [0000/0003 (0%)] Rec: 0.082, KLD: 0.038743019, Loss: 0.120486 ====> Epoch: 1237 Average loss: 0.04016 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1238 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.088796 ====> Epoch: 1238 Average loss: 0.02960 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1239 [0000/0003 (0%)] Rec: 0.085, KLD: 0.017881393, Loss: 0.103167 ====> Epoch: 1239 Average loss: 0.03439 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 1240 [0000/0003 (0%)] Rec: 0.087, KLD: 0.002980232, Loss: 0.090238 ====> Epoch: 1240 Average loss: 0.03008 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1241 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.105446 ====> Epoch: 1241 Average loss: 0.03515 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1242 [0000/0003 (0%)] Rec: 0.085, KLD: 0.002980232, Loss: 0.087765 ====> Epoch: 1242 Average loss: 0.02926 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1243 [0000/0003 (0%)] Rec: 0.085, KLD: 0.035762787, Loss: 0.120450 ====> Epoch: 1243 Average loss: 0.04015 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 1244 [0000/0003 (0%)] Rec: 0.088, KLD: -0.005960464, Loss: 0.081761 ====> Epoch: 1244 Average loss: 0.02725 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1245 [0000/0003 (0%)] Rec: 0.084, KLD: 0.017881393, Loss: 0.102252 ====> Epoch: 1245 Average loss: 0.03408 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1246 [0000/0003 (0%)] Rec: 0.087, KLD: 0.017881393, Loss: 0.104620 ====> Epoch: 1246 Average loss: 0.03487 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1247 [0000/0003 (0%)] Rec: 0.090, KLD: 0.014901161, Loss: 0.104876 ====> Epoch: 1247 Average loss: 0.03496 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1248 [0000/0003 (0%)] Rec: 0.083, KLD: 0.035762787, Loss: 0.118423 ====> Epoch: 1248 Average loss: 0.03947 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1249 [0000/0003 (0%)] Rec: 0.085, KLD: -0.020861626, Loss: 0.064108 ====> Epoch: 1249 Average loss: 0.02137 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1250 [0000/0003 (0%)] Rec: 0.083, KLD: 0.056624413, Loss: 0.139534 ====> Epoch: 1250 Average loss: 0.04651 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1251 [0000/0003 (0%)] Rec: 0.084, KLD: 0.017881393, Loss: 0.101412 ====> Epoch: 1251 Average loss: 0.03380 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1252 [0000/0003 (0%)] Rec: 0.083, KLD: -0.017881393, Loss: 0.065597 ====> Epoch: 1252 Average loss: 0.02187 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1253 [0000/0003 (0%)] Rec: 0.083, KLD: 0.059604645, Loss: 0.142843 ====> Epoch: 1253 Average loss: 0.04761 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1254 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081662 ====> Epoch: 1254 Average loss: 0.02722 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 1255 [0000/0003 (0%)] Rec: 0.086, KLD: -0.029802322, Loss: 0.056540 ====> Epoch: 1255 Average loss: 0.01885 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1256 [0000/0003 (0%)] Rec: 0.086, KLD: -0.023841858, Loss: 0.062309 ====> Epoch: 1256 Average loss: 0.02077 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1257 [0000/0003 (0%)] Rec: 0.083, KLD: -0.017881393, Loss: 0.064739 ====> Epoch: 1257 Average loss: 0.02158 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1258 [0000/0003 (0%)] Rec: 0.088, KLD: -0.000000000, Loss: 0.087618 ====> Epoch: 1258 Average loss: 0.02921 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1259 [0000/0003 (0%)] Rec: 0.082, KLD: -0.008940697, Loss: 0.072985 ====> Epoch: 1259 Average loss: 0.02433 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1260 [0000/0003 (0%)] Rec: 0.085, KLD: 0.005960464, Loss: 0.090567 ====> Epoch: 1260 Average loss: 0.03019 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1261 [0000/0003 (0%)] Rec: 0.082, KLD: 0.002980232, Loss: 0.084574 ====> Epoch: 1261 Average loss: 0.02819 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 1262 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092678 ====> Epoch: 1262 Average loss: 0.03089 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1263 [0000/0003 (0%)] Rec: 0.084, KLD: 0.035762787, Loss: 0.119909 ====> Epoch: 1263 Average loss: 0.03997 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1264 [0000/0003 (0%)] Rec: 0.084, KLD: 0.032782555, Loss: 0.116724 ====> Epoch: 1264 Average loss: 0.03891 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1265 [0000/0003 (0%)] Rec: 0.086, KLD: 0.044703484, Loss: 0.130319 ====> Epoch: 1265 Average loss: 0.04344 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 1266 [0000/0003 (0%)] Rec: 0.084, KLD: 0.041723251, Loss: 0.125300 ====> Epoch: 1266 Average loss: 0.04177 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1267 [0000/0003 (0%)] Rec: 0.084, KLD: 0.011920929, Loss: 0.096124 ====> Epoch: 1267 Average loss: 0.03204 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 1268 [0000/0003 (0%)] Rec: 0.088, KLD: -0.005960464, Loss: 0.081768 ====> Epoch: 1268 Average loss: 0.02726 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1269 [0000/0003 (0%)] Rec: 0.086, KLD: 0.050663948, Loss: 0.136951 ====> Epoch: 1269 Average loss: 0.04565 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1270 [0000/0003 (0%)] Rec: 0.090, KLD: 0.008940697, Loss: 0.099096 ====> Epoch: 1270 Average loss: 0.03303 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1271 [0000/0003 (0%)] Rec: 0.086, KLD: 0.023841858, Loss: 0.109431 ====> Epoch: 1271 Average loss: 0.03648 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1272 [0000/0003 (0%)] Rec: 0.087, KLD: -0.014901161, Loss: 0.071608 ====> Epoch: 1272 Average loss: 0.02387 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1273 [0000/0003 (0%)] Rec: 0.086, KLD: 0.044703484, Loss: 0.130861 ====> Epoch: 1273 Average loss: 0.04362 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 1274 [0000/0003 (0%)] Rec: 0.085, KLD: -0.011920929, Loss: 0.073576 ====> Epoch: 1274 Average loss: 0.02453 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 1275 [0000/0003 (0%)] Rec: 0.083, KLD: 0.011920929, Loss: 0.095355 ====> Epoch: 1275 Average loss: 0.03179 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1276 [0000/0003 (0%)] Rec: 0.086, KLD: 0.014901161, Loss: 0.101029 ====> Epoch: 1276 Average loss: 0.03368 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 1277 [0000/0003 (0%)] Rec: 0.085, KLD: -0.026822090, Loss: 0.058299 ====> Epoch: 1277 Average loss: 0.01943 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1278 [0000/0003 (0%)] Rec: 0.086, KLD: -0.002980232, Loss: 0.082903 ====> Epoch: 1278 Average loss: 0.02763 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1279 [0000/0003 (0%)] Rec: 0.089, KLD: 0.029802322, Loss: 0.119172 ====> Epoch: 1279 Average loss: 0.03972 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.709 ====================================================== Train Epoch: 1280 [0000/0003 (0%)] Rec: 0.085, KLD: -0.000000000, Loss: 0.084929 ====> Epoch: 1280 Average loss: 0.02831 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1281 [0000/0003 (0%)] Rec: 0.090, KLD: 0.029802322, Loss: 0.119781 ====> Epoch: 1281 Average loss: 0.03993 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1282 [0000/0003 (0%)] Rec: 0.084, KLD: 0.029802322, Loss: 0.113605 ====> Epoch: 1282 Average loss: 0.03787 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 1283 [0000/0003 (0%)] Rec: 0.085, KLD: -0.000000000, Loss: 0.085444 ====> Epoch: 1283 Average loss: 0.02848 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.650 ====================================================== Train Epoch: 1284 [0000/0003 (0%)] Rec: 0.089, KLD: 0.041723251, Loss: 0.131003 ====> Epoch: 1284 Average loss: 0.04367 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 1285 [0000/0003 (0%)] Rec: 0.084, KLD: 0.020861626, Loss: 0.104547 ====> Epoch: 1285 Average loss: 0.03485 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1286 [0000/0003 (0%)] Rec: 0.086, KLD: 0.023841858, Loss: 0.110092 ====> Epoch: 1286 Average loss: 0.03670 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1287 [0000/0003 (0%)] Rec: 0.085, KLD: 0.011920929, Loss: 0.096793 ====> Epoch: 1287 Average loss: 0.03226 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1288 [0000/0003 (0%)] Rec: 0.082, KLD: 0.011920929, Loss: 0.093640 ====> Epoch: 1288 Average loss: 0.03121 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1289 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101430 ====> Epoch: 1289 Average loss: 0.03381 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1290 [0000/0003 (0%)] Rec: 0.086, KLD: -0.002980232, Loss: 0.082532 ====> Epoch: 1290 Average loss: 0.02751 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1291 [0000/0003 (0%)] Rec: 0.086, KLD: 0.023841858, Loss: 0.110053 ====> Epoch: 1291 Average loss: 0.03668 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 1292 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099848 ====> Epoch: 1292 Average loss: 0.03328 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1293 [0000/0003 (0%)] Rec: 0.086, KLD: -0.005960464, Loss: 0.079762 ====> Epoch: 1293 Average loss: 0.02659 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.702 ====================================================== Train Epoch: 1294 [0000/0003 (0%)] Rec: 0.092, KLD: 0.041723251, Loss: 0.134089 ====> Epoch: 1294 Average loss: 0.04470 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.703 ====================================================== Train Epoch: 1295 [0000/0003 (0%)] Rec: 0.083, KLD: 0.026822090, Loss: 0.110169 ====> Epoch: 1295 Average loss: 0.03672 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1296 [0000/0003 (0%)] Rec: 0.085, KLD: -0.005960464, Loss: 0.079119 ====> Epoch: 1296 Average loss: 0.02637 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1297 [0000/0003 (0%)] Rec: 0.089, KLD: 0.029802322, Loss: 0.118855 ====> Epoch: 1297 Average loss: 0.03962 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1298 [0000/0003 (0%)] Rec: 0.086, KLD: -0.026822090, Loss: 0.058834 ====> Epoch: 1298 Average loss: 0.01961 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 1299 [0000/0003 (0%)] Rec: 0.085, KLD: 0.038743019, Loss: 0.123391 ====> Epoch: 1299 Average loss: 0.04113 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1300 [0000/0003 (0%)] Rec: 0.086, KLD: 0.017881393, Loss: 0.104192 ====> Epoch: 1300 Average loss: 0.03473 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1301 [0000/0003 (0%)] Rec: 0.083, KLD: 0.008940697, Loss: 0.092197 ====> Epoch: 1301 Average loss: 0.03073 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1302 [0000/0003 (0%)] Rec: 0.083, KLD: -0.008940697, Loss: 0.074097 ====> Epoch: 1302 Average loss: 0.02470 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1303 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.114067 ====> Epoch: 1303 Average loss: 0.03802 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1304 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.106289 ====> Epoch: 1304 Average loss: 0.03543 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1305 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.097077 ====> Epoch: 1305 Average loss: 0.03236 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1306 [0000/0003 (0%)] Rec: 0.084, KLD: -0.002980232, Loss: 0.081327 ====> Epoch: 1306 Average loss: 0.02711 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1307 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092463 ====> Epoch: 1307 Average loss: 0.03082 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 1308 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.115495 ====> Epoch: 1308 Average loss: 0.03850 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1309 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.106009 ====> Epoch: 1309 Average loss: 0.03534 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1310 [0000/0003 (0%)] Rec: 0.087, KLD: 0.005960464, Loss: 0.092518 ====> Epoch: 1310 Average loss: 0.03084 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1311 [0000/0003 (0%)] Rec: 0.088, KLD: -0.000000000, Loss: 0.088192 ====> Epoch: 1311 Average loss: 0.02940 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1312 [0000/0003 (0%)] Rec: 0.082, KLD: 0.026822090, Loss: 0.109007 ====> Epoch: 1312 Average loss: 0.03634 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1313 [0000/0003 (0%)] Rec: 0.085, KLD: -0.008940697, Loss: 0.075705 ====> Epoch: 1313 Average loss: 0.02523 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 1314 [0000/0003 (0%)] Rec: 0.088, KLD: 0.023841858, Loss: 0.111348 ====> Epoch: 1314 Average loss: 0.03712 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1315 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.098776 ====> Epoch: 1315 Average loss: 0.03293 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 1316 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081565 ====> Epoch: 1316 Average loss: 0.02719 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1317 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.119890 ====> Epoch: 1317 Average loss: 0.03996 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1318 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.075566 ====> Epoch: 1318 Average loss: 0.02519 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1319 [0000/0003 (0%)] Rec: 0.084, KLD: 0.044703484, Loss: 0.128461 ====> Epoch: 1319 Average loss: 0.04282 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1320 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.087850 ====> Epoch: 1320 Average loss: 0.02928 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1321 [0000/0003 (0%)] Rec: 0.085, KLD: 0.032782555, Loss: 0.117514 ====> Epoch: 1321 Average loss: 0.03917 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1322 [0000/0003 (0%)] Rec: 0.083, KLD: -0.008940697, Loss: 0.074212 ====> Epoch: 1322 Average loss: 0.02474 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1323 [0000/0003 (0%)] Rec: 0.083, KLD: -0.023841858, Loss: 0.059599 ====> Epoch: 1323 Average loss: 0.01987 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 1324 [0000/0003 (0%)] Rec: 0.086, KLD: 0.005960464, Loss: 0.091761 ====> Epoch: 1324 Average loss: 0.03059 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1325 [0000/0003 (0%)] Rec: 0.086, KLD: 0.035762787, Loss: 0.121500 ====> Epoch: 1325 Average loss: 0.04050 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1326 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.093090 ====> Epoch: 1326 Average loss: 0.03103 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1327 [0000/0003 (0%)] Rec: 0.083, KLD: -0.026822090, Loss: 0.056147 ====> Epoch: 1327 Average loss: 0.01872 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1328 [0000/0003 (0%)] Rec: 0.088, KLD: 0.005960464, Loss: 0.094419 ====> Epoch: 1328 Average loss: 0.03147 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1329 [0000/0003 (0%)] Rec: 0.082, KLD: -0.014901161, Loss: 0.067221 ====> Epoch: 1329 Average loss: 0.02241 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1330 [0000/0003 (0%)] Rec: 0.081, KLD: -0.014901161, Loss: 0.065885 ====> Epoch: 1330 Average loss: 0.02196 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1331 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.096638 ====> Epoch: 1331 Average loss: 0.03221 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.656 ====================================================== Train Epoch: 1332 [0000/0003 (0%)] Rec: 0.086, KLD: 0.005960464, Loss: 0.091621 ====> Epoch: 1332 Average loss: 0.03054 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 1333 [0000/0003 (0%)] Rec: 0.082, KLD: 0.035762787, Loss: 0.117395 ====> Epoch: 1333 Average loss: 0.03913 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1334 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105457 ====> Epoch: 1334 Average loss: 0.03515 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1335 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.108185 ====> Epoch: 1335 Average loss: 0.03606 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1336 [0000/0003 (0%)] Rec: 0.082, KLD: 0.032782555, Loss: 0.114905 ====> Epoch: 1336 Average loss: 0.03830 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1337 [0000/0003 (0%)] Rec: 0.084, KLD: 0.020861626, Loss: 0.104907 ====> Epoch: 1337 Average loss: 0.03497 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1338 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.100316 ====> Epoch: 1338 Average loss: 0.03344 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1339 [0000/0003 (0%)] Rec: 0.084, KLD: 0.017881393, Loss: 0.101944 ====> Epoch: 1339 Average loss: 0.03398 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 1340 [0000/0003 (0%)] Rec: 0.083, KLD: 0.017881393, Loss: 0.100882 ====> Epoch: 1340 Average loss: 0.03363 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1341 [0000/0003 (0%)] Rec: 0.090, KLD: 0.011920929, Loss: 0.101439 ====> Epoch: 1341 Average loss: 0.03381 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1342 [0000/0003 (0%)] Rec: 0.085, KLD: 0.023841858, Loss: 0.108451 ====> Epoch: 1342 Average loss: 0.03615 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1343 [0000/0003 (0%)] Rec: 0.082, KLD: 0.011920929, Loss: 0.093976 ====> Epoch: 1343 Average loss: 0.03133 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1344 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.115892 ====> Epoch: 1344 Average loss: 0.03863 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1345 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.102869 ====> Epoch: 1345 Average loss: 0.03429 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1346 [0000/0003 (0%)] Rec: 0.083, KLD: -0.017881393, Loss: 0.065204 ====> Epoch: 1346 Average loss: 0.02173 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1347 [0000/0003 (0%)] Rec: 0.083, KLD: 0.050663948, Loss: 0.134003 ====> Epoch: 1347 Average loss: 0.04467 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1348 [0000/0003 (0%)] Rec: 0.083, KLD: 0.032782555, Loss: 0.115444 ====> Epoch: 1348 Average loss: 0.03848 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1349 [0000/0003 (0%)] Rec: 0.084, KLD: 0.029802322, Loss: 0.113613 ====> Epoch: 1349 Average loss: 0.03787 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1350 [0000/0003 (0%)] Rec: 0.084, KLD: 0.050663948, Loss: 0.134204 ====> Epoch: 1350 Average loss: 0.04473 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1351 [0000/0003 (0%)] Rec: 0.084, KLD: 0.056624413, Loss: 0.141012 ====> Epoch: 1351 Average loss: 0.04700 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1352 [0000/0003 (0%)] Rec: 0.084, KLD: 0.041723251, Loss: 0.125969 ====> Epoch: 1352 Average loss: 0.04199 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1353 [0000/0003 (0%)] Rec: 0.083, KLD: 0.038743019, Loss: 0.121632 ====> Epoch: 1353 Average loss: 0.04054 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1354 [0000/0003 (0%)] Rec: 0.086, KLD: 0.035762787, Loss: 0.121847 ====> Epoch: 1354 Average loss: 0.04062 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1355 [0000/0003 (0%)] Rec: 0.088, KLD: 0.035762787, Loss: 0.123293 ====> Epoch: 1355 Average loss: 0.04110 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1356 [0000/0003 (0%)] Rec: 0.083, KLD: 0.017881393, Loss: 0.101195 ====> Epoch: 1356 Average loss: 0.03373 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1357 [0000/0003 (0%)] Rec: 0.081, KLD: 0.011920929, Loss: 0.092921 ====> Epoch: 1357 Average loss: 0.03097 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1358 [0000/0003 (0%)] Rec: 0.085, KLD: 0.029802322, Loss: 0.115106 ====> Epoch: 1358 Average loss: 0.03837 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1359 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.093083 ====> Epoch: 1359 Average loss: 0.03103 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1360 [0000/0003 (0%)] Rec: 0.082, KLD: -0.011920929, Loss: 0.069773 ====> Epoch: 1360 Average loss: 0.02326 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1361 [0000/0003 (0%)] Rec: 0.083, KLD: 0.008940697, Loss: 0.092412 ====> Epoch: 1361 Average loss: 0.03080 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1362 [0000/0003 (0%)] Rec: 0.081, KLD: 0.005960464, Loss: 0.086977 ====> Epoch: 1362 Average loss: 0.02899 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1363 [0000/0003 (0%)] Rec: 0.081, KLD: 0.044703484, Loss: 0.126029 ====> Epoch: 1363 Average loss: 0.04201 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1364 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.089255 ====> Epoch: 1364 Average loss: 0.02975 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1365 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.102168 ====> Epoch: 1365 Average loss: 0.03406 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1366 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085638 ====> Epoch: 1366 Average loss: 0.02855 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1367 [0000/0003 (0%)] Rec: 0.081, KLD: -0.002980232, Loss: 0.078351 ====> Epoch: 1367 Average loss: 0.02612 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1368 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.113937 ====> Epoch: 1368 Average loss: 0.03798 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1369 [0000/0003 (0%)] Rec: 0.083, KLD: 0.014901161, Loss: 0.097862 ====> Epoch: 1369 Average loss: 0.03262 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1370 [0000/0003 (0%)] Rec: 0.084, KLD: 0.038743019, Loss: 0.122454 ====> Epoch: 1370 Average loss: 0.04082 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1371 [0000/0003 (0%)] Rec: 0.082, KLD: -0.002980232, Loss: 0.078678 ====> Epoch: 1371 Average loss: 0.02623 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1372 [0000/0003 (0%)] Rec: 0.083, KLD: -0.023841858, Loss: 0.058764 ====> Epoch: 1372 Average loss: 0.01959 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1373 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101903 ====> Epoch: 1373 Average loss: 0.03397 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1374 [0000/0003 (0%)] Rec: 0.084, KLD: 0.005960464, Loss: 0.089824 ====> Epoch: 1374 Average loss: 0.02994 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1375 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.106773 ====> Epoch: 1375 Average loss: 0.03559 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1376 [0000/0003 (0%)] Rec: 0.082, KLD: 0.032782555, Loss: 0.114855 ====> Epoch: 1376 Average loss: 0.03829 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1377 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.107802 ====> Epoch: 1377 Average loss: 0.03593 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1378 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.098922 ====> Epoch: 1378 Average loss: 0.03297 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1379 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.096352 ====> Epoch: 1379 Average loss: 0.03212 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1380 [0000/0003 (0%)] Rec: 0.083, KLD: 0.032782555, Loss: 0.115318 ====> Epoch: 1380 Average loss: 0.03844 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1381 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.088151 ====> Epoch: 1381 Average loss: 0.02938 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1382 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.092345 ====> Epoch: 1382 Average loss: 0.03078 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1383 [0000/0003 (0%)] Rec: 0.081, KLD: 0.023841858, Loss: 0.104474 ====> Epoch: 1383 Average loss: 0.03482 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1384 [0000/0003 (0%)] Rec: 0.086, KLD: 0.020861626, Loss: 0.106510 ====> Epoch: 1384 Average loss: 0.03550 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1385 [0000/0003 (0%)] Rec: 0.087, KLD: 0.029802322, Loss: 0.116749 ====> Epoch: 1385 Average loss: 0.03892 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1386 [0000/0003 (0%)] Rec: 0.080, KLD: 0.044703484, Loss: 0.124817 ====> Epoch: 1386 Average loss: 0.04161 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1387 [0000/0003 (0%)] Rec: 0.078, KLD: -0.023841858, Loss: 0.054223 ====> Epoch: 1387 Average loss: 0.01807 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1388 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.096761 ====> Epoch: 1388 Average loss: 0.03225 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1389 [0000/0003 (0%)] Rec: 0.085, KLD: 0.008940697, Loss: 0.093982 ====> Epoch: 1389 Average loss: 0.03133 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1390 [0000/0003 (0%)] Rec: 0.082, KLD: 0.008940697, Loss: 0.090594 ====> Epoch: 1390 Average loss: 0.03020 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1391 [0000/0003 (0%)] Rec: 0.082, KLD: -0.008940697, Loss: 0.073306 ====> Epoch: 1391 Average loss: 0.02444 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1392 [0000/0003 (0%)] Rec: 0.080, KLD: 0.059604645, Loss: 0.139816 ====> Epoch: 1392 Average loss: 0.04661 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1393 [0000/0003 (0%)] Rec: 0.077, KLD: -0.002980232, Loss: 0.074219 ====> Epoch: 1393 Average loss: 0.02474 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1394 [0000/0003 (0%)] Rec: 0.088, KLD: 0.035762787, Loss: 0.123511 ====> Epoch: 1394 Average loss: 0.04117 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1395 [0000/0003 (0%)] Rec: 0.084, KLD: 0.011920929, Loss: 0.095827 ====> Epoch: 1395 Average loss: 0.03194 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.657 ====================================================== Train Epoch: 1396 [0000/0003 (0%)] Rec: 0.084, KLD: -0.017881393, Loss: 0.066189 ====> Epoch: 1396 Average loss: 0.02206 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1397 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.113762 ====> Epoch: 1397 Average loss: 0.03792 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1398 [0000/0003 (0%)] Rec: 0.080, KLD: 0.023841858, Loss: 0.103643 ====> Epoch: 1398 Average loss: 0.03455 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.704 ====================================================== Train Epoch: 1399 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101922 ====> Epoch: 1399 Average loss: 0.03397 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.704 ====================================================== Train Epoch: 1400 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092509 ====> Epoch: 1400 Average loss: 0.03084 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1401 [0000/0003 (0%)] Rec: 0.082, KLD: 0.008940697, Loss: 0.091013 ====> Epoch: 1401 Average loss: 0.03034 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1402 [0000/0003 (0%)] Rec: 0.081, KLD: 0.047683716, Loss: 0.129093 ====> Epoch: 1402 Average loss: 0.04303 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1403 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083746 ====> Epoch: 1403 Average loss: 0.02792 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1404 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.093045 ====> Epoch: 1404 Average loss: 0.03101 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1405 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.088479 ====> Epoch: 1405 Average loss: 0.02949 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1406 [0000/0003 (0%)] Rec: 0.086, KLD: -0.000000000, Loss: 0.086371 ====> Epoch: 1406 Average loss: 0.02879 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1407 [0000/0003 (0%)] Rec: 0.082, KLD: -0.011920929, Loss: 0.069771 ====> Epoch: 1407 Average loss: 0.02326 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1408 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.119256 ====> Epoch: 1408 Average loss: 0.03975 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1409 [0000/0003 (0%)] Rec: 0.085, KLD: -0.005960464, Loss: 0.078598 ====> Epoch: 1409 Average loss: 0.02620 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1410 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.115304 ====> Epoch: 1410 Average loss: 0.03843 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1411 [0000/0003 (0%)] Rec: 0.082, KLD: 0.026822090, Loss: 0.108372 ====> Epoch: 1411 Average loss: 0.03612 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1412 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.106558 ====> Epoch: 1412 Average loss: 0.03552 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1413 [0000/0003 (0%)] Rec: 0.083, KLD: 0.047683716, Loss: 0.130315 ====> Epoch: 1413 Average loss: 0.04344 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1414 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.092047 ====> Epoch: 1414 Average loss: 0.03068 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1415 [0000/0003 (0%)] Rec: 0.084, KLD: 0.002980232, Loss: 0.086617 ====> Epoch: 1415 Average loss: 0.02887 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1416 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107886 ====> Epoch: 1416 Average loss: 0.03596 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.648 ====================================================== Train Epoch: 1417 [0000/0003 (0%)] Rec: 0.084, KLD: -0.008940697, Loss: 0.075480 ====> Epoch: 1417 Average loss: 0.02516 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1418 [0000/0003 (0%)] Rec: 0.083, KLD: 0.020861626, Loss: 0.103377 ====> Epoch: 1418 Average loss: 0.03446 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1419 [0000/0003 (0%)] Rec: 0.082, KLD: -0.002980232, Loss: 0.078699 ====> Epoch: 1419 Average loss: 0.02623 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1420 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.106825 ====> Epoch: 1420 Average loss: 0.03561 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1421 [0000/0003 (0%)] Rec: 0.079, KLD: 0.011920929, Loss: 0.091002 ====> Epoch: 1421 Average loss: 0.03033 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1422 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.098614 ====> Epoch: 1422 Average loss: 0.03287 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1423 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.089020 ====> Epoch: 1423 Average loss: 0.02967 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1424 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083960 ====> Epoch: 1424 Average loss: 0.02799 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1425 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.119264 ====> Epoch: 1425 Average loss: 0.03975 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1426 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076393 ====> Epoch: 1426 Average loss: 0.02546 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1427 [0000/0003 (0%)] Rec: 0.079, KLD: 0.044703484, Loss: 0.124060 ====> Epoch: 1427 Average loss: 0.04135 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1428 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.089343 ====> Epoch: 1428 Average loss: 0.02978 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1429 [0000/0003 (0%)] Rec: 0.082, KLD: 0.026822090, Loss: 0.108988 ====> Epoch: 1429 Average loss: 0.03633 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 1430 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101413 ====> Epoch: 1430 Average loss: 0.03380 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1431 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.082465 ====> Epoch: 1431 Average loss: 0.02749 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1432 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.100360 ====> Epoch: 1432 Average loss: 0.03345 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1433 [0000/0003 (0%)] Rec: 0.082, KLD: 0.029802322, Loss: 0.111545 ====> Epoch: 1433 Average loss: 0.03718 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1434 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.096494 ====> Epoch: 1434 Average loss: 0.03216 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1435 [0000/0003 (0%)] Rec: 0.082, KLD: -0.014901161, Loss: 0.067388 ====> Epoch: 1435 Average loss: 0.02246 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1436 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.088891 ====> Epoch: 1436 Average loss: 0.02963 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1437 [0000/0003 (0%)] Rec: 0.080, KLD: 0.029802322, Loss: 0.109304 ====> Epoch: 1437 Average loss: 0.03643 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1438 [0000/0003 (0%)] Rec: 0.079, KLD: 0.032782555, Loss: 0.111901 ====> Epoch: 1438 Average loss: 0.03730 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1439 [0000/0003 (0%)] Rec: 0.081, KLD: 0.011920929, Loss: 0.093278 ====> Epoch: 1439 Average loss: 0.03109 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1440 [0000/0003 (0%)] Rec: 0.083, KLD: 0.008940697, Loss: 0.092415 ====> Epoch: 1440 Average loss: 0.03081 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1441 [0000/0003 (0%)] Rec: 0.084, KLD: -0.038743019, Loss: 0.044782 ====> Epoch: 1441 Average loss: 0.01493 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1442 [0000/0003 (0%)] Rec: 0.082, KLD: -0.008940697, Loss: 0.072909 ====> Epoch: 1442 Average loss: 0.02430 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1443 [0000/0003 (0%)] Rec: 0.080, KLD: -0.020861626, Loss: 0.059551 ====> Epoch: 1443 Average loss: 0.01985 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1444 [0000/0003 (0%)] Rec: 0.076, KLD: -0.014901161, Loss: 0.061118 ====> Epoch: 1444 Average loss: 0.02037 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1445 [0000/0003 (0%)] Rec: 0.085, KLD: 0.035762787, Loss: 0.120495 ====> Epoch: 1445 Average loss: 0.04016 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1446 [0000/0003 (0%)] Rec: 0.075, KLD: -0.005960464, Loss: 0.069323 ====> Epoch: 1446 Average loss: 0.02311 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1447 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.072796 ====> Epoch: 1447 Average loss: 0.02427 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1448 [0000/0003 (0%)] Rec: 0.080, KLD: 0.038743019, Loss: 0.118551 ====> Epoch: 1448 Average loss: 0.03952 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1449 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.090180 ====> Epoch: 1449 Average loss: 0.03006 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1450 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.102681 ====> Epoch: 1450 Average loss: 0.03423 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1451 [0000/0003 (0%)] Rec: 0.079, KLD: -0.020861626, Loss: 0.058565 ====> Epoch: 1451 Average loss: 0.01952 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1452 [0000/0003 (0%)] Rec: 0.083, KLD: -0.002980232, Loss: 0.080366 ====> Epoch: 1452 Average loss: 0.02679 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1453 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.095107 ====> Epoch: 1453 Average loss: 0.03170 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1454 [0000/0003 (0%)] Rec: 0.082, KLD: 0.011920929, Loss: 0.094190 ====> Epoch: 1454 Average loss: 0.03140 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1455 [0000/0003 (0%)] Rec: 0.082, KLD: 0.029802322, Loss: 0.111817 ====> Epoch: 1455 Average loss: 0.03727 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1456 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.106609 ====> Epoch: 1456 Average loss: 0.03554 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1457 [0000/0003 (0%)] Rec: 0.082, KLD: -0.023841858, Loss: 0.058325 ====> Epoch: 1457 Average loss: 0.01944 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1458 [0000/0003 (0%)] Rec: 0.083, KLD: -0.008940697, Loss: 0.074463 ====> Epoch: 1458 Average loss: 0.02482 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1459 [0000/0003 (0%)] Rec: 0.084, KLD: 0.011920929, Loss: 0.095973 ====> Epoch: 1459 Average loss: 0.03199 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1460 [0000/0003 (0%)] Rec: 0.084, KLD: 0.035762787, Loss: 0.120113 ====> Epoch: 1460 Average loss: 0.04004 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 1461 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.088522 ====> Epoch: 1461 Average loss: 0.02951 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 1462 [0000/0003 (0%)] Rec: 0.081, KLD: 0.008940697, Loss: 0.090294 ====> Epoch: 1462 Average loss: 0.03010 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 1463 [0000/0003 (0%)] Rec: 0.084, KLD: 0.026822090, Loss: 0.110754 ====> Epoch: 1463 Average loss: 0.03692 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1464 [0000/0003 (0%)] Rec: 0.081, KLD: 0.044703484, Loss: 0.125894 ====> Epoch: 1464 Average loss: 0.04196 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1465 [0000/0003 (0%)] Rec: 0.081, KLD: 0.008940697, Loss: 0.089788 ====> Epoch: 1465 Average loss: 0.02993 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1466 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.064455 ====> Epoch: 1466 Average loss: 0.02149 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1467 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083064 ====> Epoch: 1467 Average loss: 0.02769 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1468 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105860 ====> Epoch: 1468 Average loss: 0.03529 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1469 [0000/0003 (0%)] Rec: 0.079, KLD: 0.047683716, Loss: 0.126581 ====> Epoch: 1469 Average loss: 0.04219 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1470 [0000/0003 (0%)] Rec: 0.082, KLD: -0.011920929, Loss: 0.070154 ====> Epoch: 1470 Average loss: 0.02338 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1471 [0000/0003 (0%)] Rec: 0.083, KLD: 0.026822090, Loss: 0.109651 ====> Epoch: 1471 Average loss: 0.03655 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.705 ====================================================== Train Epoch: 1472 [0000/0003 (0%)] Rec: 0.081, KLD: -0.020861626, Loss: 0.059938 ====> Epoch: 1472 Average loss: 0.01998 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1473 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.103273 ====> Epoch: 1473 Average loss: 0.03442 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1474 [0000/0003 (0%)] Rec: 0.080, KLD: -0.008940697, Loss: 0.071489 ====> Epoch: 1474 Average loss: 0.02383 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1475 [0000/0003 (0%)] Rec: 0.085, KLD: 0.026822090, Loss: 0.111437 ====> Epoch: 1475 Average loss: 0.03715 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1476 [0000/0003 (0%)] Rec: 0.078, KLD: -0.005960464, Loss: 0.072429 ====> Epoch: 1476 Average loss: 0.02414 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1477 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.108248 ====> Epoch: 1477 Average loss: 0.03608 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1478 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.095165 ====> Epoch: 1478 Average loss: 0.03172 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1479 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.102334 ====> Epoch: 1479 Average loss: 0.03411 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1480 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.102551 ====> Epoch: 1480 Average loss: 0.03418 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1481 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.100001 ====> Epoch: 1481 Average loss: 0.03333 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1482 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099449 ====> Epoch: 1482 Average loss: 0.03315 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1483 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.087747 ====> Epoch: 1483 Average loss: 0.02925 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1484 [0000/0003 (0%)] Rec: 0.080, KLD: 0.035762787, Loss: 0.115734 ====> Epoch: 1484 Average loss: 0.03858 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1485 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.081329 ====> Epoch: 1485 Average loss: 0.02711 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1486 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.082234 ====> Epoch: 1486 Average loss: 0.02741 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1487 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097865 ====> Epoch: 1487 Average loss: 0.03262 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1488 [0000/0003 (0%)] Rec: 0.082, KLD: 0.032782555, Loss: 0.114358 ====> Epoch: 1488 Average loss: 0.03812 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1489 [0000/0003 (0%)] Rec: 0.080, KLD: -0.000000000, Loss: 0.079796 ====> Epoch: 1489 Average loss: 0.02660 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1490 [0000/0003 (0%)] Rec: 0.079, KLD: 0.035762787, Loss: 0.115122 ====> Epoch: 1490 Average loss: 0.03837 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1491 [0000/0003 (0%)] Rec: 0.080, KLD: -0.011920929, Loss: 0.068236 ====> Epoch: 1491 Average loss: 0.02275 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1492 [0000/0003 (0%)] Rec: 0.078, KLD: 0.044703484, Loss: 0.122458 ====> Epoch: 1492 Average loss: 0.04082 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1493 [0000/0003 (0%)] Rec: 0.084, KLD: 0.029802322, Loss: 0.113754 ====> Epoch: 1493 Average loss: 0.03792 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1494 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081927 ====> Epoch: 1494 Average loss: 0.02731 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1495 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101365 ====> Epoch: 1495 Average loss: 0.03379 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1496 [0000/0003 (0%)] Rec: 0.082, KLD: -0.008940697, Loss: 0.073375 ====> Epoch: 1496 Average loss: 0.02446 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1497 [0000/0003 (0%)] Rec: 0.084, KLD: 0.017881393, Loss: 0.102380 ====> Epoch: 1497 Average loss: 0.03413 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1498 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.103048 ====> Epoch: 1498 Average loss: 0.03435 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1499 [0000/0003 (0%)] Rec: 0.083, KLD: -0.008940697, Loss: 0.074425 ====> Epoch: 1499 Average loss: 0.02481 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1500 [0000/0003 (0%)] Rec: 0.080, KLD: -0.014901161, Loss: 0.065106 ====> Epoch: 1500 Average loss: 0.02170 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1501 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.092380 ====> Epoch: 1501 Average loss: 0.03079 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1502 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087830 ====> Epoch: 1502 Average loss: 0.02928 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1503 [0000/0003 (0%)] Rec: 0.082, KLD: 0.011920929, Loss: 0.093673 ====> Epoch: 1503 Average loss: 0.03122 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1504 [0000/0003 (0%)] Rec: 0.079, KLD: 0.017881393, Loss: 0.096870 ====> Epoch: 1504 Average loss: 0.03229 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1505 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.084146 ====> Epoch: 1505 Average loss: 0.02805 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1506 [0000/0003 (0%)] Rec: 0.082, KLD: 0.044703484, Loss: 0.126904 ====> Epoch: 1506 Average loss: 0.04230 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1507 [0000/0003 (0%)] Rec: 0.085, KLD: 0.017881393, Loss: 0.102476 ====> Epoch: 1507 Average loss: 0.03416 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1508 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110626 ====> Epoch: 1508 Average loss: 0.03688 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1509 [0000/0003 (0%)] Rec: 0.082, KLD: -0.014901161, Loss: 0.066729 ====> Epoch: 1509 Average loss: 0.02224 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1510 [0000/0003 (0%)] Rec: 0.078, KLD: -0.026822090, Loss: 0.051492 ====> Epoch: 1510 Average loss: 0.01716 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1511 [0000/0003 (0%)] Rec: 0.083, KLD: -0.002980232, Loss: 0.079644 ====> Epoch: 1511 Average loss: 0.02655 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1512 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.073207 ====> Epoch: 1512 Average loss: 0.02440 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1513 [0000/0003 (0%)] Rec: 0.081, KLD: 0.023841858, Loss: 0.105001 ====> Epoch: 1513 Average loss: 0.03500 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1514 [0000/0003 (0%)] Rec: 0.080, KLD: -0.002980232, Loss: 0.076789 ====> Epoch: 1514 Average loss: 0.02560 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1515 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.095156 ====> Epoch: 1515 Average loss: 0.03172 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1516 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.094405 ====> Epoch: 1516 Average loss: 0.03147 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1517 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.094453 ====> Epoch: 1517 Average loss: 0.03148 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1518 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.102442 ====> Epoch: 1518 Average loss: 0.03415 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1519 [0000/0003 (0%)] Rec: 0.083, KLD: 0.014901161, Loss: 0.097840 ====> Epoch: 1519 Average loss: 0.03261 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1520 [0000/0003 (0%)] Rec: 0.080, KLD: 0.032782555, Loss: 0.112533 ====> Epoch: 1520 Average loss: 0.03751 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1521 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.084387 ====> Epoch: 1521 Average loss: 0.02813 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1522 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.096015 ====> Epoch: 1522 Average loss: 0.03201 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1523 [0000/0003 (0%)] Rec: 0.081, KLD: -0.011920929, Loss: 0.068855 ====> Epoch: 1523 Average loss: 0.02295 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1524 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.075784 ====> Epoch: 1524 Average loss: 0.02526 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1525 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083032 ====> Epoch: 1525 Average loss: 0.02768 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1526 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085529 ====> Epoch: 1526 Average loss: 0.02851 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1527 [0000/0003 (0%)] Rec: 0.081, KLD: -0.002980232, Loss: 0.078330 ====> Epoch: 1527 Average loss: 0.02611 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1528 [0000/0003 (0%)] Rec: 0.080, KLD: 0.035762787, Loss: 0.115898 ====> Epoch: 1528 Average loss: 0.03863 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1529 [0000/0003 (0%)] Rec: 0.081, KLD: 0.002980232, Loss: 0.083532 ====> Epoch: 1529 Average loss: 0.02784 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1530 [0000/0003 (0%)] Rec: 0.076, KLD: 0.014901161, Loss: 0.091344 ====> Epoch: 1530 Average loss: 0.03045 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1531 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.099932 ====> Epoch: 1531 Average loss: 0.03331 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1532 [0000/0003 (0%)] Rec: 0.081, KLD: -0.011920929, Loss: 0.068958 ====> Epoch: 1532 Average loss: 0.02299 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1533 [0000/0003 (0%)] Rec: 0.079, KLD: 0.014901161, Loss: 0.094160 ====> Epoch: 1533 Average loss: 0.03139 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1534 [0000/0003 (0%)] Rec: 0.079, KLD: 0.017881393, Loss: 0.097019 ====> Epoch: 1534 Average loss: 0.03234 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1535 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110534 ====> Epoch: 1535 Average loss: 0.03684 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1536 [0000/0003 (0%)] Rec: 0.081, KLD: -0.008940697, Loss: 0.071872 ====> Epoch: 1536 Average loss: 0.02396 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1537 [0000/0003 (0%)] Rec: 0.084, KLD: -0.000000000, Loss: 0.083622 ====> Epoch: 1537 Average loss: 0.02787 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1538 [0000/0003 (0%)] Rec: 0.080, KLD: 0.023841858, Loss: 0.103746 ====> Epoch: 1538 Average loss: 0.03458 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1539 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105652 ====> Epoch: 1539 Average loss: 0.03522 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1540 [0000/0003 (0%)] Rec: 0.082, KLD: 0.032782555, Loss: 0.114855 ====> Epoch: 1540 Average loss: 0.03828 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1541 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.120080 ====> Epoch: 1541 Average loss: 0.04003 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1542 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.098913 ====> Epoch: 1542 Average loss: 0.03297 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1543 [0000/0003 (0%)] Rec: 0.080, KLD: 0.047683716, Loss: 0.127355 ====> Epoch: 1543 Average loss: 0.04245 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1544 [0000/0003 (0%)] Rec: 0.082, KLD: -0.011920929, Loss: 0.070341 ====> Epoch: 1544 Average loss: 0.02345 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1545 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.082411 ====> Epoch: 1545 Average loss: 0.02747 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1546 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.091776 ====> Epoch: 1546 Average loss: 0.03059 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1547 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.096149 ====> Epoch: 1547 Average loss: 0.03205 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1548 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.095561 ====> Epoch: 1548 Average loss: 0.03185 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1549 [0000/0003 (0%)] Rec: 0.083, KLD: 0.029802322, Loss: 0.112416 ====> Epoch: 1549 Average loss: 0.03747 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1550 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.105074 ====> Epoch: 1550 Average loss: 0.03502 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1551 [0000/0003 (0%)] Rec: 0.080, KLD: 0.029802322, Loss: 0.109900 ====> Epoch: 1551 Average loss: 0.03663 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1552 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083878 ====> Epoch: 1552 Average loss: 0.02796 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1553 [0000/0003 (0%)] Rec: 0.083, KLD: 0.020861626, Loss: 0.103410 ====> Epoch: 1553 Average loss: 0.03447 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1554 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.093286 ====> Epoch: 1554 Average loss: 0.03110 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1555 [0000/0003 (0%)] Rec: 0.078, KLD: 0.044703484, Loss: 0.122986 ====> Epoch: 1555 Average loss: 0.04100 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 1556 [0000/0003 (0%)] Rec: 0.080, KLD: 0.035762787, Loss: 0.115288 ====> Epoch: 1556 Average loss: 0.03843 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 1557 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.091576 ====> Epoch: 1557 Average loss: 0.03053 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1558 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089580 ====> Epoch: 1558 Average loss: 0.02986 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1559 [0000/0003 (0%)] Rec: 0.080, KLD: -0.002980232, Loss: 0.077450 ====> Epoch: 1559 Average loss: 0.02582 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 1560 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.096259 ====> Epoch: 1560 Average loss: 0.03209 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.655 ====================================================== Train Epoch: 1561 [0000/0003 (0%)] Rec: 0.080, KLD: -0.000000000, Loss: 0.080452 ====> Epoch: 1561 Average loss: 0.02682 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1562 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.081124 ====> Epoch: 1562 Average loss: 0.02704 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1563 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105422 ====> Epoch: 1563 Average loss: 0.03514 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1564 [0000/0003 (0%)] Rec: 0.076, KLD: 0.050663948, Loss: 0.127071 ====> Epoch: 1564 Average loss: 0.04236 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1565 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.107232 ====> Epoch: 1565 Average loss: 0.03574 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 1566 [0000/0003 (0%)] Rec: 0.075, KLD: 0.002980232, Loss: 0.078130 ====> Epoch: 1566 Average loss: 0.02604 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1567 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.109553 ====> Epoch: 1567 Average loss: 0.03652 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1568 [0000/0003 (0%)] Rec: 0.083, KLD: -0.000000000, Loss: 0.082537 ====> Epoch: 1568 Average loss: 0.02751 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.663 ====================================================== Train Epoch: 1569 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.098926 ====> Epoch: 1569 Average loss: 0.03298 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1570 [0000/0003 (0%)] Rec: 0.076, KLD: 0.029802322, Loss: 0.105863 ====> Epoch: 1570 Average loss: 0.03529 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1571 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.099935 ====> Epoch: 1571 Average loss: 0.03331 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.720 ====================================================== Train Epoch: 1572 [0000/0003 (0%)] Rec: 0.084, KLD: 0.002980232, Loss: 0.086744 ====> Epoch: 1572 Average loss: 0.02891 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.703 ====================================================== Train Epoch: 1573 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.099350 ====> Epoch: 1573 Average loss: 0.03312 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1574 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.107454 ====> Epoch: 1574 Average loss: 0.03582 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1575 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.108013 ====> Epoch: 1575 Average loss: 0.03600 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 1576 [0000/0003 (0%)] Rec: 0.083, KLD: -0.000000000, Loss: 0.082569 ====> Epoch: 1576 Average loss: 0.02752 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1577 [0000/0003 (0%)] Rec: 0.082, KLD: 0.008940697, Loss: 0.090893 ====> Epoch: 1577 Average loss: 0.03030 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1578 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.098271 ====> Epoch: 1578 Average loss: 0.03276 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.709 ====================================================== Train Epoch: 1579 [0000/0003 (0%)] Rec: 0.085, KLD: 0.002980232, Loss: 0.087686 ====> Epoch: 1579 Average loss: 0.02923 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 1580 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.109127 ====> Epoch: 1580 Average loss: 0.03638 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1581 [0000/0003 (0%)] Rec: 0.081, KLD: -0.005960464, Loss: 0.075284 ====> Epoch: 1581 Average loss: 0.02509 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1582 [0000/0003 (0%)] Rec: 0.076, KLD: 0.032782555, Loss: 0.108490 ====> Epoch: 1582 Average loss: 0.03616 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1583 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.096565 ====> Epoch: 1583 Average loss: 0.03219 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1584 [0000/0003 (0%)] Rec: 0.078, KLD: 0.032782555, Loss: 0.111063 ====> Epoch: 1584 Average loss: 0.03702 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1585 [0000/0003 (0%)] Rec: 0.081, KLD: 0.008940697, Loss: 0.090284 ====> Epoch: 1585 Average loss: 0.03009 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1586 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.106705 ====> Epoch: 1586 Average loss: 0.03557 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1587 [0000/0003 (0%)] Rec: 0.083, KLD: 0.002980232, Loss: 0.085713 ====> Epoch: 1587 Average loss: 0.02857 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1588 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085526 ====> Epoch: 1588 Average loss: 0.02851 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1589 [0000/0003 (0%)] Rec: 0.079, KLD: 0.038743019, Loss: 0.118192 ====> Epoch: 1589 Average loss: 0.03940 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1590 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085878 ====> Epoch: 1590 Average loss: 0.02863 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1591 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.085000 ====> Epoch: 1591 Average loss: 0.02833 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1592 [0000/0003 (0%)] Rec: 0.081, KLD: -0.041723251, Loss: 0.039761 ====> Epoch: 1592 Average loss: 0.01325 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1593 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.081366 ====> Epoch: 1593 Average loss: 0.02712 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1594 [0000/0003 (0%)] Rec: 0.076, KLD: -0.002980232, Loss: 0.072773 ====> Epoch: 1594 Average loss: 0.02426 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1595 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078950 ====> Epoch: 1595 Average loss: 0.02632 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1596 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.111130 ====> Epoch: 1596 Average loss: 0.03704 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1597 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.081553 ====> Epoch: 1597 Average loss: 0.02718 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1598 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087307 ====> Epoch: 1598 Average loss: 0.02910 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1599 [0000/0003 (0%)] Rec: 0.078, KLD: 0.035762787, Loss: 0.114188 ====> Epoch: 1599 Average loss: 0.03806 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1600 [0000/0003 (0%)] Rec: 0.080, KLD: -0.005960464, Loss: 0.073955 ====> Epoch: 1600 Average loss: 0.02465 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1601 [0000/0003 (0%)] Rec: 0.081, KLD: -0.002980232, Loss: 0.078490 ====> Epoch: 1601 Average loss: 0.02616 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1602 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099027 ====> Epoch: 1602 Average loss: 0.03301 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1603 [0000/0003 (0%)] Rec: 0.079, KLD: -0.029802322, Loss: 0.048927 ====> Epoch: 1603 Average loss: 0.01631 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1604 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.108169 ====> Epoch: 1604 Average loss: 0.03606 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 1605 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097838 ====> Epoch: 1605 Average loss: 0.03261 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1606 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.080646 ====> Epoch: 1606 Average loss: 0.02688 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1607 [0000/0003 (0%)] Rec: 0.075, KLD: 0.050663948, Loss: 0.125914 ====> Epoch: 1607 Average loss: 0.04197 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1608 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.086047 ====> Epoch: 1608 Average loss: 0.02868 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1609 [0000/0003 (0%)] Rec: 0.085, KLD: 0.008940697, Loss: 0.093628 ====> Epoch: 1609 Average loss: 0.03121 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1610 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.102017 ====> Epoch: 1610 Average loss: 0.03401 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1611 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.092601 ====> Epoch: 1611 Average loss: 0.03087 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1612 [0000/0003 (0%)] Rec: 0.076, KLD: 0.005960464, Loss: 0.081744 ====> Epoch: 1612 Average loss: 0.02725 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1613 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.060309 ====> Epoch: 1613 Average loss: 0.02010 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1614 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101638 ====> Epoch: 1614 Average loss: 0.03388 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1615 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.092136 ====> Epoch: 1615 Average loss: 0.03071 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1616 [0000/0003 (0%)] Rec: 0.081, KLD: -0.002980232, Loss: 0.078034 ====> Epoch: 1616 Average loss: 0.02601 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1617 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078626 ====> Epoch: 1617 Average loss: 0.02621 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1618 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.113309 ====> Epoch: 1618 Average loss: 0.03777 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1619 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087346 ====> Epoch: 1619 Average loss: 0.02912 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1620 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092335 ====> Epoch: 1620 Average loss: 0.03078 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1621 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078771 ====> Epoch: 1621 Average loss: 0.02626 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1622 [0000/0003 (0%)] Rec: 0.081, KLD: 0.050663948, Loss: 0.131993 ====> Epoch: 1622 Average loss: 0.04400 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1623 [0000/0003 (0%)] Rec: 0.078, KLD: -0.011920929, Loss: 0.066529 ====> Epoch: 1623 Average loss: 0.02218 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1624 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.098517 ====> Epoch: 1624 Average loss: 0.03284 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1625 [0000/0003 (0%)] Rec: 0.077, KLD: 0.011920929, Loss: 0.089121 ====> Epoch: 1625 Average loss: 0.02971 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1626 [0000/0003 (0%)] Rec: 0.081, KLD: -0.032782555, Loss: 0.048113 ====> Epoch: 1626 Average loss: 0.01604 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1627 [0000/0003 (0%)] Rec: 0.082, KLD: 0.029802322, Loss: 0.111362 ====> Epoch: 1627 Average loss: 0.03712 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1628 [0000/0003 (0%)] Rec: 0.079, KLD: 0.035762787, Loss: 0.115125 ====> Epoch: 1628 Average loss: 0.03837 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1629 [0000/0003 (0%)] Rec: 0.083, KLD: -0.035762787, Loss: 0.047636 ====> Epoch: 1629 Average loss: 0.01588 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1630 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.100327 ====> Epoch: 1630 Average loss: 0.03344 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1631 [0000/0003 (0%)] Rec: 0.081, KLD: -0.038743019, Loss: 0.042518 ====> Epoch: 1631 Average loss: 0.01417 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 1632 [0000/0003 (0%)] Rec: 0.077, KLD: 0.035762787, Loss: 0.113234 ====> Epoch: 1632 Average loss: 0.03774 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1633 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081876 ====> Epoch: 1633 Average loss: 0.02729 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1634 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085931 ====> Epoch: 1634 Average loss: 0.02864 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1635 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078942 ====> Epoch: 1635 Average loss: 0.02631 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1636 [0000/0003 (0%)] Rec: 0.076, KLD: 0.023841858, Loss: 0.099518 ====> Epoch: 1636 Average loss: 0.03317 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1637 [0000/0003 (0%)] Rec: 0.079, KLD: 0.026822090, Loss: 0.105465 ====> Epoch: 1637 Average loss: 0.03516 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1638 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.087534 ====> Epoch: 1638 Average loss: 0.02918 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1639 [0000/0003 (0%)] Rec: 0.080, KLD: -0.017881393, Loss: 0.062560 ====> Epoch: 1639 Average loss: 0.02085 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1640 [0000/0003 (0%)] Rec: 0.078, KLD: -0.005960464, Loss: 0.071835 ====> Epoch: 1640 Average loss: 0.02394 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1641 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075730 ====> Epoch: 1641 Average loss: 0.02524 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1642 [0000/0003 (0%)] Rec: 0.078, KLD: -0.014901161, Loss: 0.063348 ====> Epoch: 1642 Average loss: 0.02112 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1643 [0000/0003 (0%)] Rec: 0.083, KLD: -0.014901161, Loss: 0.067793 ====> Epoch: 1643 Average loss: 0.02260 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1644 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110541 ====> Epoch: 1644 Average loss: 0.03685 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1645 [0000/0003 (0%)] Rec: 0.082, KLD: -0.020861626, Loss: 0.061071 ====> Epoch: 1645 Average loss: 0.02036 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1646 [0000/0003 (0%)] Rec: 0.077, KLD: 0.065565109, Loss: 0.142601 ====> Epoch: 1646 Average loss: 0.04753 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1647 [0000/0003 (0%)] Rec: 0.079, KLD: -0.023841858, Loss: 0.054853 ====> Epoch: 1647 Average loss: 0.01828 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1648 [0000/0003 (0%)] Rec: 0.079, KLD: 0.041723251, Loss: 0.120690 ====> Epoch: 1648 Average loss: 0.04023 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1649 [0000/0003 (0%)] Rec: 0.076, KLD: -0.020861626, Loss: 0.055159 ====> Epoch: 1649 Average loss: 0.01839 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1650 [0000/0003 (0%)] Rec: 0.080, KLD: 0.020861626, Loss: 0.100581 ====> Epoch: 1650 Average loss: 0.03353 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1651 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.076185 ====> Epoch: 1651 Average loss: 0.02539 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1652 [0000/0003 (0%)] Rec: 0.079, KLD: 0.050663948, Loss: 0.129332 ====> Epoch: 1652 Average loss: 0.04311 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1653 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087583 ====> Epoch: 1653 Average loss: 0.02919 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1654 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.080833 ====> Epoch: 1654 Average loss: 0.02694 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1655 [0000/0003 (0%)] Rec: 0.076, KLD: 0.011920929, Loss: 0.088190 ====> Epoch: 1655 Average loss: 0.02940 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1656 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.099538 ====> Epoch: 1656 Average loss: 0.03318 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1657 [0000/0003 (0%)] Rec: 0.081, KLD: 0.008940697, Loss: 0.089911 ====> Epoch: 1657 Average loss: 0.02997 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1658 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086742 ====> Epoch: 1658 Average loss: 0.02891 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1659 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078348 ====> Epoch: 1659 Average loss: 0.02612 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1660 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.088240 ====> Epoch: 1660 Average loss: 0.02941 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1661 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.119739 ====> Epoch: 1661 Average loss: 0.03991 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1662 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076238 ====> Epoch: 1662 Average loss: 0.02541 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1663 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.075512 ====> Epoch: 1663 Average loss: 0.02517 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1664 [0000/0003 (0%)] Rec: 0.081, KLD: 0.002980232, Loss: 0.083593 ====> Epoch: 1664 Average loss: 0.02786 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1665 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.074720 ====> Epoch: 1665 Average loss: 0.02491 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1666 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.099922 ====> Epoch: 1666 Average loss: 0.03331 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1667 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.102880 ====> Epoch: 1667 Average loss: 0.03429 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1668 [0000/0003 (0%)] Rec: 0.081, KLD: 0.035762787, Loss: 0.116549 ====> Epoch: 1668 Average loss: 0.03885 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1669 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.089249 ====> Epoch: 1669 Average loss: 0.02975 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1670 [0000/0003 (0%)] Rec: 0.084, KLD: -0.020861626, Loss: 0.063246 ====> Epoch: 1670 Average loss: 0.02108 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1671 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081744 ====> Epoch: 1671 Average loss: 0.02725 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1672 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.079401 ====> Epoch: 1672 Average loss: 0.02647 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1673 [0000/0003 (0%)] Rec: 0.080, KLD: -0.008940697, Loss: 0.071173 ====> Epoch: 1673 Average loss: 0.02372 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1674 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.073012 ====> Epoch: 1674 Average loss: 0.02434 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1675 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.069054 ====> Epoch: 1675 Average loss: 0.02302 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1676 [0000/0003 (0%)] Rec: 0.079, KLD: 0.035762787, Loss: 0.114399 ====> Epoch: 1676 Average loss: 0.03813 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1677 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.064288 ====> Epoch: 1677 Average loss: 0.02143 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.662 ====================================================== Train Epoch: 1678 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.079172 ====> Epoch: 1678 Average loss: 0.02639 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1679 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.093075 ====> Epoch: 1679 Average loss: 0.03103 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1680 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087463 ====> Epoch: 1680 Average loss: 0.02915 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1681 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.086101 ====> Epoch: 1681 Average loss: 0.02870 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1682 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.057082 ====> Epoch: 1682 Average loss: 0.01903 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1683 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.082413 ====> Epoch: 1683 Average loss: 0.02747 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1684 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.082587 ====> Epoch: 1684 Average loss: 0.02753 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1685 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.102923 ====> Epoch: 1685 Average loss: 0.03431 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1686 [0000/0003 (0%)] Rec: 0.080, KLD: -0.002980232, Loss: 0.077347 ====> Epoch: 1686 Average loss: 0.02578 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1687 [0000/0003 (0%)] Rec: 0.076, KLD: -0.002980232, Loss: 0.073443 ====> Epoch: 1687 Average loss: 0.02448 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1688 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.075045 ====> Epoch: 1688 Average loss: 0.02502 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1689 [0000/0003 (0%)] Rec: 0.080, KLD: -0.011920929, Loss: 0.067930 ====> Epoch: 1689 Average loss: 0.02264 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1690 [0000/0003 (0%)] Rec: 0.081, KLD: 0.011920929, Loss: 0.093124 ====> Epoch: 1690 Average loss: 0.03104 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1691 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107375 ====> Epoch: 1691 Average loss: 0.03579 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1692 [0000/0003 (0%)] Rec: 0.078, KLD: -0.032782555, Loss: 0.045543 ====> Epoch: 1692 Average loss: 0.01518 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1693 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087926 ====> Epoch: 1693 Average loss: 0.02931 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1694 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099113 ====> Epoch: 1694 Average loss: 0.03304 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1695 [0000/0003 (0%)] Rec: 0.079, KLD: 0.011920929, Loss: 0.091036 ====> Epoch: 1695 Average loss: 0.03035 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1696 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.108700 ====> Epoch: 1696 Average loss: 0.03623 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1697 [0000/0003 (0%)] Rec: 0.079, KLD: -0.020861626, Loss: 0.058412 ====> Epoch: 1697 Average loss: 0.01947 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1698 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.080582 ====> Epoch: 1698 Average loss: 0.02686 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1699 [0000/0003 (0%)] Rec: 0.074, KLD: 0.011920929, Loss: 0.086131 ====> Epoch: 1699 Average loss: 0.02871 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1700 [0000/0003 (0%)] Rec: 0.078, KLD: 0.032782555, Loss: 0.111198 ====> Epoch: 1700 Average loss: 0.03707 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1701 [0000/0003 (0%)] Rec: 0.078, KLD: 0.035762787, Loss: 0.113422 ====> Epoch: 1701 Average loss: 0.03781 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1702 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087695 ====> Epoch: 1702 Average loss: 0.02923 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1703 [0000/0003 (0%)] Rec: 0.076, KLD: -0.005960464, Loss: 0.069827 ====> Epoch: 1703 Average loss: 0.02328 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1704 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105727 ====> Epoch: 1704 Average loss: 0.03524 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1705 [0000/0003 (0%)] Rec: 0.079, KLD: -0.023841858, Loss: 0.054858 ====> Epoch: 1705 Average loss: 0.01829 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1706 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110422 ====> Epoch: 1706 Average loss: 0.03681 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1707 [0000/0003 (0%)] Rec: 0.085, KLD: 0.005960464, Loss: 0.090657 ====> Epoch: 1707 Average loss: 0.03022 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1708 [0000/0003 (0%)] Rec: 0.076, KLD: 0.032782555, Loss: 0.109268 ====> Epoch: 1708 Average loss: 0.03642 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1709 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.100125 ====> Epoch: 1709 Average loss: 0.03338 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1710 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075553 ====> Epoch: 1710 Average loss: 0.02518 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1711 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.079392 ====> Epoch: 1711 Average loss: 0.02646 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1712 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086559 ====> Epoch: 1712 Average loss: 0.02885 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1713 [0000/0003 (0%)] Rec: 0.080, KLD: -0.026822090, Loss: 0.053624 ====> Epoch: 1713 Average loss: 0.01787 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.703 ====================================================== Train Epoch: 1714 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.064463 ====> Epoch: 1714 Average loss: 0.02149 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1715 [0000/0003 (0%)] Rec: 0.078, KLD: -0.011920929, Loss: 0.065767 ====> Epoch: 1715 Average loss: 0.02192 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1716 [0000/0003 (0%)] Rec: 0.079, KLD: 0.011920929, Loss: 0.090642 ====> Epoch: 1716 Average loss: 0.03021 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1717 [0000/0003 (0%)] Rec: 0.079, KLD: 0.032782555, Loss: 0.111287 ====> Epoch: 1717 Average loss: 0.03710 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1718 [0000/0003 (0%)] Rec: 0.080, KLD: 0.038743019, Loss: 0.118912 ====> Epoch: 1718 Average loss: 0.03964 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1719 [0000/0003 (0%)] Rec: 0.078, KLD: 0.038743019, Loss: 0.116647 ====> Epoch: 1719 Average loss: 0.03888 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1720 [0000/0003 (0%)] Rec: 0.079, KLD: 0.014901161, Loss: 0.093653 ====> Epoch: 1720 Average loss: 0.03122 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.707 ====================================================== Train Epoch: 1721 [0000/0003 (0%)] Rec: 0.083, KLD: -0.023841858, Loss: 0.058951 ====> Epoch: 1721 Average loss: 0.01965 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.704 ====================================================== Train Epoch: 1722 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.105134 ====> Epoch: 1722 Average loss: 0.03504 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1723 [0000/0003 (0%)] Rec: 0.079, KLD: 0.017881393, Loss: 0.097087 ====> Epoch: 1723 Average loss: 0.03236 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1724 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.081839 ====> Epoch: 1724 Average loss: 0.02728 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1725 [0000/0003 (0%)] Rec: 0.080, KLD: 0.053644180, Loss: 0.133954 ====> Epoch: 1725 Average loss: 0.04465 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1726 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.081965 ====> Epoch: 1726 Average loss: 0.02732 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1727 [0000/0003 (0%)] Rec: 0.078, KLD: 0.038743019, Loss: 0.116487 ====> Epoch: 1727 Average loss: 0.03883 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1728 [0000/0003 (0%)] Rec: 0.081, KLD: -0.047683716, Loss: 0.033231 ====> Epoch: 1728 Average loss: 0.01108 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1729 [0000/0003 (0%)] Rec: 0.079, KLD: 0.026822090, Loss: 0.105990 ====> Epoch: 1729 Average loss: 0.03533 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1730 [0000/0003 (0%)] Rec: 0.076, KLD: 0.014901161, Loss: 0.091071 ====> Epoch: 1730 Average loss: 0.03036 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1731 [0000/0003 (0%)] Rec: 0.077, KLD: -0.017881393, Loss: 0.059254 ====> Epoch: 1731 Average loss: 0.01975 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1732 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076321 ====> Epoch: 1732 Average loss: 0.02544 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1733 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.098593 ====> Epoch: 1733 Average loss: 0.03286 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1734 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.090276 ====> Epoch: 1734 Average loss: 0.03009 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1735 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089561 ====> Epoch: 1735 Average loss: 0.02985 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1736 [0000/0003 (0%)] Rec: 0.079, KLD: -0.008940697, Loss: 0.069837 ====> Epoch: 1736 Average loss: 0.02328 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1737 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.108067 ====> Epoch: 1737 Average loss: 0.03602 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.668 ====================================================== Train Epoch: 1738 [0000/0003 (0%)] Rec: 0.079, KLD: -0.011920929, Loss: 0.066807 ====> Epoch: 1738 Average loss: 0.02227 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.665 ====================================================== Train Epoch: 1739 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.077969 ====> Epoch: 1739 Average loss: 0.02599 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1740 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.084427 ====> Epoch: 1740 Average loss: 0.02814 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1741 [0000/0003 (0%)] Rec: 0.079, KLD: 0.011920929, Loss: 0.090488 ====> Epoch: 1741 Average loss: 0.03016 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1742 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.085259 ====> Epoch: 1742 Average loss: 0.02842 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1743 [0000/0003 (0%)] Rec: 0.079, KLD: 0.032782555, Loss: 0.111637 ====> Epoch: 1743 Average loss: 0.03721 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1744 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085822 ====> Epoch: 1744 Average loss: 0.02861 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1745 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.113457 ====> Epoch: 1745 Average loss: 0.03782 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1746 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.082505 ====> Epoch: 1746 Average loss: 0.02750 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1747 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.057122 ====> Epoch: 1747 Average loss: 0.01904 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1748 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.084884 ====> Epoch: 1748 Average loss: 0.02829 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1749 [0000/0003 (0%)] Rec: 0.080, KLD: -0.023841858, Loss: 0.055983 ====> Epoch: 1749 Average loss: 0.01866 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1750 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110713 ====> Epoch: 1750 Average loss: 0.03690 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1751 [0000/0003 (0%)] Rec: 0.081, KLD: -0.020861626, Loss: 0.060296 ====> Epoch: 1751 Average loss: 0.02010 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.709 ====================================================== Train Epoch: 1752 [0000/0003 (0%)] Rec: 0.077, KLD: 0.020861626, Loss: 0.098297 ====> Epoch: 1752 Average loss: 0.03277 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.705 ====================================================== Train Epoch: 1753 [0000/0003 (0%)] Rec: 0.080, KLD: 0.062584877, Loss: 0.142419 ====> Epoch: 1753 Average loss: 0.04747 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1754 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087966 ====> Epoch: 1754 Average loss: 0.02932 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1755 [0000/0003 (0%)] Rec: 0.079, KLD: 0.041723251, Loss: 0.120685 ====> Epoch: 1755 Average loss: 0.04023 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1756 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086576 ====> Epoch: 1756 Average loss: 0.02886 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.704 ====================================================== Train Epoch: 1757 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092229 ====> Epoch: 1757 Average loss: 0.03074 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1758 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088372 ====> Epoch: 1758 Average loss: 0.02946 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.705 ====================================================== Train Epoch: 1759 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101430 ====> Epoch: 1759 Average loss: 0.03381 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1760 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078104 ====> Epoch: 1760 Average loss: 0.02603 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1761 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075768 ====> Epoch: 1761 Average loss: 0.02526 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1762 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083736 ====> Epoch: 1762 Average loss: 0.02791 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1763 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.091879 ====> Epoch: 1763 Average loss: 0.03063 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1764 [0000/0003 (0%)] Rec: 0.081, KLD: 0.002980232, Loss: 0.084020 ====> Epoch: 1764 Average loss: 0.02801 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1765 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.082706 ====> Epoch: 1765 Average loss: 0.02757 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 1766 [0000/0003 (0%)] Rec: 0.079, KLD: -0.011920929, Loss: 0.066762 ====> Epoch: 1766 Average loss: 0.02225 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1767 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.082553 ====> Epoch: 1767 Average loss: 0.02752 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1768 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.096081 ====> Epoch: 1768 Average loss: 0.03203 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1769 [0000/0003 (0%)] Rec: 0.077, KLD: 0.035762787, Loss: 0.112596 ====> Epoch: 1769 Average loss: 0.03753 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1770 [0000/0003 (0%)] Rec: 0.079, KLD: -0.017881393, Loss: 0.061113 ====> Epoch: 1770 Average loss: 0.02037 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1771 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.088772 ====> Epoch: 1771 Average loss: 0.02959 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1772 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.090222 ====> Epoch: 1772 Average loss: 0.03007 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1773 [0000/0003 (0%)] Rec: 0.078, KLD: -0.026822090, Loss: 0.050955 ====> Epoch: 1773 Average loss: 0.01699 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1774 [0000/0003 (0%)] Rec: 0.077, KLD: 0.020861626, Loss: 0.097785 ====> Epoch: 1774 Average loss: 0.03259 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1775 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.095914 ====> Epoch: 1775 Average loss: 0.03197 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1776 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088200 ====> Epoch: 1776 Average loss: 0.02940 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1777 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083601 ====> Epoch: 1777 Average loss: 0.02787 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 1778 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.082811 ====> Epoch: 1778 Average loss: 0.02760 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.692 ====================================================== Train Epoch: 1779 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.098316 ====> Epoch: 1779 Average loss: 0.03277 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1780 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.080601 ====> Epoch: 1780 Average loss: 0.02687 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1781 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.092988 ====> Epoch: 1781 Average loss: 0.03100 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1782 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.057275 ====> Epoch: 1782 Average loss: 0.01909 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1783 [0000/0003 (0%)] Rec: 0.079, KLD: 0.041723251, Loss: 0.120458 ====> Epoch: 1783 Average loss: 0.04015 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1784 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078476 ====> Epoch: 1784 Average loss: 0.02616 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1785 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.108954 ====> Epoch: 1785 Average loss: 0.03632 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1786 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.082636 ====> Epoch: 1786 Average loss: 0.02755 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1787 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088009 ====> Epoch: 1787 Average loss: 0.02934 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1788 [0000/0003 (0%)] Rec: 0.077, KLD: 0.011920929, Loss: 0.088981 ====> Epoch: 1788 Average loss: 0.02966 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1789 [0000/0003 (0%)] Rec: 0.077, KLD: -0.020861626, Loss: 0.056328 ====> Epoch: 1789 Average loss: 0.01878 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1790 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.108334 ====> Epoch: 1790 Average loss: 0.03611 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1791 [0000/0003 (0%)] Rec: 0.077, KLD: -0.026822090, Loss: 0.050580 ====> Epoch: 1791 Average loss: 0.01686 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1792 [0000/0003 (0%)] Rec: 0.080, KLD: 0.020861626, Loss: 0.101056 ====> Epoch: 1792 Average loss: 0.03369 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1793 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.084536 ====> Epoch: 1793 Average loss: 0.02818 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.703 ====================================================== Train Epoch: 1794 [0000/0003 (0%)] Rec: 0.078, KLD: -0.032782555, Loss: 0.045613 ====> Epoch: 1794 Average loss: 0.01520 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1795 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.104860 ====> Epoch: 1795 Average loss: 0.03495 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1796 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.059938 ====> Epoch: 1796 Average loss: 0.01998 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 1797 [0000/0003 (0%)] Rec: 0.079, KLD: 0.026822090, Loss: 0.106234 ====> Epoch: 1797 Average loss: 0.03541 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 1798 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.102305 ====> Epoch: 1798 Average loss: 0.03410 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1799 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089849 ====> Epoch: 1799 Average loss: 0.02995 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1800 [0000/0003 (0%)] Rec: 0.080, KLD: 0.050663948, Loss: 0.130262 ====> Epoch: 1800 Average loss: 0.04342 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1801 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.084739 ====> Epoch: 1801 Average loss: 0.02825 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1802 [0000/0003 (0%)] Rec: 0.080, KLD: -0.008940697, Loss: 0.070985 ====> Epoch: 1802 Average loss: 0.02366 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1803 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.106495 ====> Epoch: 1803 Average loss: 0.03550 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1804 [0000/0003 (0%)] Rec: 0.076, KLD: -0.002980232, Loss: 0.072962 ====> Epoch: 1804 Average loss: 0.02432 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1805 [0000/0003 (0%)] Rec: 0.083, KLD: 0.026822090, Loss: 0.109941 ====> Epoch: 1805 Average loss: 0.03665 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.661 ====================================================== Train Epoch: 1806 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083212 ====> Epoch: 1806 Average loss: 0.02774 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1807 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099110 ====> Epoch: 1807 Average loss: 0.03304 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1808 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087215 ====> Epoch: 1808 Average loss: 0.02907 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1809 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088013 ====> Epoch: 1809 Average loss: 0.02934 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1810 [0000/0003 (0%)] Rec: 0.080, KLD: -0.000000000, Loss: 0.079938 ====> Epoch: 1810 Average loss: 0.02665 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1811 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107594 ====> Epoch: 1811 Average loss: 0.03586 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1812 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083022 ====> Epoch: 1812 Average loss: 0.02767 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1813 [0000/0003 (0%)] Rec: 0.081, KLD: -0.008940697, Loss: 0.071925 ====> Epoch: 1813 Average loss: 0.02398 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1814 [0000/0003 (0%)] Rec: 0.081, KLD: -0.011920929, Loss: 0.068787 ====> Epoch: 1814 Average loss: 0.02293 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1815 [0000/0003 (0%)] Rec: 0.078, KLD: -0.014901161, Loss: 0.063121 ====> Epoch: 1815 Average loss: 0.02104 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1816 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.092423 ====> Epoch: 1816 Average loss: 0.03081 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1817 [0000/0003 (0%)] Rec: 0.076, KLD: 0.023841858, Loss: 0.100265 ====> Epoch: 1817 Average loss: 0.03342 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1818 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.093319 ====> Epoch: 1818 Average loss: 0.03111 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1819 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097778 ====> Epoch: 1819 Average loss: 0.03259 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1820 [0000/0003 (0%)] Rec: 0.080, KLD: -0.017881393, Loss: 0.062263 ====> Epoch: 1820 Average loss: 0.02075 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.669 ====================================================== Train Epoch: 1821 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087417 ====> Epoch: 1821 Average loss: 0.02914 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1822 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.076497 ====> Epoch: 1822 Average loss: 0.02550 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1823 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.102838 ====> Epoch: 1823 Average loss: 0.03428 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1824 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.088380 ====> Epoch: 1824 Average loss: 0.02946 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.703 ====================================================== Train Epoch: 1825 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.080979 ====> Epoch: 1825 Average loss: 0.02699 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1826 [0000/0003 (0%)] Rec: 0.080, KLD: -0.047683716, Loss: 0.032661 ====> Epoch: 1826 Average loss: 0.01089 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.660 ====================================================== Train Epoch: 1827 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.094824 ====> Epoch: 1827 Average loss: 0.03161 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 1828 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076062 ====> Epoch: 1828 Average loss: 0.02535 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.654 ====================================================== Train Epoch: 1829 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.095629 ====> Epoch: 1829 Average loss: 0.03188 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.659 ====================================================== Train Epoch: 1830 [0000/0003 (0%)] Rec: 0.079, KLD: -0.011920929, Loss: 0.067100 ====> Epoch: 1830 Average loss: 0.02237 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1831 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078262 ====> Epoch: 1831 Average loss: 0.02609 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.702 ====================================================== Train Epoch: 1832 [0000/0003 (0%)] Rec: 0.082, KLD: 0.002980232, Loss: 0.084629 ====> Epoch: 1832 Average loss: 0.02821 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1833 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083246 ====> Epoch: 1833 Average loss: 0.02775 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1834 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.094716 ====> Epoch: 1834 Average loss: 0.03157 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1835 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.060080 ====> Epoch: 1835 Average loss: 0.02003 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1836 [0000/0003 (0%)] Rec: 0.080, KLD: 0.020861626, Loss: 0.100691 ====> Epoch: 1836 Average loss: 0.03356 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1837 [0000/0003 (0%)] Rec: 0.082, KLD: -0.023841858, Loss: 0.058228 ====> Epoch: 1837 Average loss: 0.01941 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1838 [0000/0003 (0%)] Rec: 0.078, KLD: -0.014901161, Loss: 0.063486 ====> Epoch: 1838 Average loss: 0.02116 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1839 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.084096 ====> Epoch: 1839 Average loss: 0.02803 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.705 ====================================================== Train Epoch: 1840 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.102822 ====> Epoch: 1840 Average loss: 0.03427 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.706 ====================================================== Train Epoch: 1841 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.100160 ====> Epoch: 1841 Average loss: 0.03339 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1842 [0000/0003 (0%)] Rec: 0.077, KLD: 0.002980232, Loss: 0.080423 ====> Epoch: 1842 Average loss: 0.02681 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1843 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.110228 ====> Epoch: 1843 Average loss: 0.03674 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.667 ====================================================== Train Epoch: 1844 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.082567 ====> Epoch: 1844 Average loss: 0.02752 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1845 [0000/0003 (0%)] Rec: 0.080, KLD: -0.011920929, Loss: 0.068282 ====> Epoch: 1845 Average loss: 0.02276 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1846 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097637 ====> Epoch: 1846 Average loss: 0.03255 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1847 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.069298 ====> Epoch: 1847 Average loss: 0.02310 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1848 [0000/0003 (0%)] Rec: 0.077, KLD: 0.002980232, Loss: 0.079637 ====> Epoch: 1848 Average loss: 0.02655 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1849 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078743 ====> Epoch: 1849 Average loss: 0.02625 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1850 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.056868 ====> Epoch: 1850 Average loss: 0.01896 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1851 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086779 ====> Epoch: 1851 Average loss: 0.02893 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1852 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.110096 ====> Epoch: 1852 Average loss: 0.03670 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1853 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.060121 ====> Epoch: 1853 Average loss: 0.02004 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1854 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.093239 ====> Epoch: 1854 Average loss: 0.03108 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1855 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.074975 ====> Epoch: 1855 Average loss: 0.02499 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1856 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.072683 ====> Epoch: 1856 Average loss: 0.02423 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1857 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.108971 ====> Epoch: 1857 Average loss: 0.03632 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1858 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.063854 ====> Epoch: 1858 Average loss: 0.02128 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1859 [0000/0003 (0%)] Rec: 0.077, KLD: 0.026822090, Loss: 0.104155 ====> Epoch: 1859 Average loss: 0.03472 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1860 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.081461 ====> Epoch: 1860 Average loss: 0.02715 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1861 [0000/0003 (0%)] Rec: 0.077, KLD: -0.011920929, Loss: 0.064785 ====> Epoch: 1861 Average loss: 0.02160 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1862 [0000/0003 (0%)] Rec: 0.077, KLD: 0.020861626, Loss: 0.097476 ====> Epoch: 1862 Average loss: 0.03249 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1863 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.095677 ====> Epoch: 1863 Average loss: 0.03189 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1864 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086897 ====> Epoch: 1864 Average loss: 0.02897 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1865 [0000/0003 (0%)] Rec: 0.079, KLD: 0.017881393, Loss: 0.096634 ====> Epoch: 1865 Average loss: 0.03221 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1866 [0000/0003 (0%)] Rec: 0.079, KLD: 0.026822090, Loss: 0.105388 ====> Epoch: 1866 Average loss: 0.03513 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1867 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.095193 ====> Epoch: 1867 Average loss: 0.03173 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1868 [0000/0003 (0%)] Rec: 0.080, KLD: -0.041723251, Loss: 0.037883 ====> Epoch: 1868 Average loss: 0.01263 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1869 [0000/0003 (0%)] Rec: 0.077, KLD: 0.008940697, Loss: 0.086251 ====> Epoch: 1869 Average loss: 0.02875 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1870 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101911 ====> Epoch: 1870 Average loss: 0.03397 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1871 [0000/0003 (0%)] Rec: 0.079, KLD: -0.017881393, Loss: 0.060682 ====> Epoch: 1871 Average loss: 0.02023 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1872 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.077927 ====> Epoch: 1872 Average loss: 0.02598 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1873 [0000/0003 (0%)] Rec: 0.077, KLD: -0.005960464, Loss: 0.071114 ====> Epoch: 1873 Average loss: 0.02370 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1874 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075574 ====> Epoch: 1874 Average loss: 0.02519 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1875 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089545 ====> Epoch: 1875 Average loss: 0.02985 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1876 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.089396 ====> Epoch: 1876 Average loss: 0.02980 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1877 [0000/0003 (0%)] Rec: 0.077, KLD: -0.035762787, Loss: 0.040756 ====> Epoch: 1877 Average loss: 0.01359 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1878 [0000/0003 (0%)] Rec: 0.079, KLD: -0.044703484, Loss: 0.034655 ====> Epoch: 1878 Average loss: 0.01155 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1879 [0000/0003 (0%)] Rec: 0.081, KLD: -0.023841858, Loss: 0.056855 ====> Epoch: 1879 Average loss: 0.01895 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1880 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.068962 ====> Epoch: 1880 Average loss: 0.02299 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1881 [0000/0003 (0%)] Rec: 0.079, KLD: -0.008940697, Loss: 0.070305 ====> Epoch: 1881 Average loss: 0.02343 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1882 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.059822 ====> Epoch: 1882 Average loss: 0.01994 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1883 [0000/0003 (0%)] Rec: 0.076, KLD: 0.002980232, Loss: 0.079284 ====> Epoch: 1883 Average loss: 0.02643 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1884 [0000/0003 (0%)] Rec: 0.078, KLD: -0.023841858, Loss: 0.054173 ====> Epoch: 1884 Average loss: 0.01806 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1885 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101470 ====> Epoch: 1885 Average loss: 0.03382 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1886 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078473 ====> Epoch: 1886 Average loss: 0.02616 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1887 [0000/0003 (0%)] Rec: 0.079, KLD: 0.038743019, Loss: 0.117454 ====> Epoch: 1887 Average loss: 0.03915 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.706 ====================================================== Train Epoch: 1888 [0000/0003 (0%)] Rec: 0.079, KLD: 0.014901161, Loss: 0.093700 ====> Epoch: 1888 Average loss: 0.03123 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.710 ====================================================== Train Epoch: 1889 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.106552 ====> Epoch: 1889 Average loss: 0.03552 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1890 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088300 ====> Epoch: 1890 Average loss: 0.02943 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1891 [0000/0003 (0%)] Rec: 0.078, KLD: -0.011920929, Loss: 0.066000 ====> Epoch: 1891 Average loss: 0.02200 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1892 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.082428 ====> Epoch: 1892 Average loss: 0.02748 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1893 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.075155 ====> Epoch: 1893 Average loss: 0.02505 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1894 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.105235 ====> Epoch: 1894 Average loss: 0.03508 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1895 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.069459 ====> Epoch: 1895 Average loss: 0.02315 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1896 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.072966 ====> Epoch: 1896 Average loss: 0.02432 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1897 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.094648 ====> Epoch: 1897 Average loss: 0.03155 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.696 ====================================================== Train Epoch: 1898 [0000/0003 (0%)] Rec: 0.078, KLD: 0.038743019, Loss: 0.116582 ====> Epoch: 1898 Average loss: 0.03886 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1899 [0000/0003 (0%)] Rec: 0.077, KLD: 0.008940697, Loss: 0.086347 ====> Epoch: 1899 Average loss: 0.02878 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1900 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089590 ====> Epoch: 1900 Average loss: 0.02986 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1901 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.108010 ====> Epoch: 1901 Average loss: 0.03600 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1902 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107874 ====> Epoch: 1902 Average loss: 0.03596 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1903 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087504 ====> Epoch: 1903 Average loss: 0.02917 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1904 [0000/0003 (0%)] Rec: 0.077, KLD: 0.008940697, Loss: 0.086316 ====> Epoch: 1904 Average loss: 0.02877 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.694 ====================================================== Train Epoch: 1905 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078629 ====> Epoch: 1905 Average loss: 0.02621 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1906 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097591 ====> Epoch: 1906 Average loss: 0.03253 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.693 ====================================================== Train Epoch: 1907 [0000/0003 (0%)] Rec: 0.077, KLD: -0.011920929, Loss: 0.064968 ====> Epoch: 1907 Average loss: 0.02166 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1908 [0000/0003 (0%)] Rec: 0.079, KLD: -0.023841858, Loss: 0.055054 ====> Epoch: 1908 Average loss: 0.01835 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.666 ====================================================== Train Epoch: 1909 [0000/0003 (0%)] Rec: 0.077, KLD: -0.017881393, Loss: 0.059132 ====> Epoch: 1909 Average loss: 0.01971 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.658 ====================================================== Train Epoch: 1910 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087448 ====> Epoch: 1910 Average loss: 0.02915 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1911 [0000/0003 (0%)] Rec: 0.080, KLD: -0.014901161, Loss: 0.065441 ====> Epoch: 1911 Average loss: 0.02181 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1912 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.083299 ====> Epoch: 1912 Average loss: 0.02777 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 1913 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099199 ====> Epoch: 1913 Average loss: 0.03307 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 1914 [0000/0003 (0%)] Rec: 0.084, KLD: 0.002980232, Loss: 0.087164 ====> Epoch: 1914 Average loss: 0.02905 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.707 ====================================================== Train Epoch: 1915 [0000/0003 (0%)] Rec: 0.079, KLD: 0.050663948, Loss: 0.129866 ====> Epoch: 1915 Average loss: 0.04329 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1916 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.069154 ====> Epoch: 1916 Average loss: 0.02305 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1917 [0000/0003 (0%)] Rec: 0.077, KLD: 0.029802322, Loss: 0.106879 ====> Epoch: 1917 Average loss: 0.03563 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1918 [0000/0003 (0%)] Rec: 0.079, KLD: -0.032782555, Loss: 0.046365 ====> Epoch: 1918 Average loss: 0.01546 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1919 [0000/0003 (0%)] Rec: 0.078, KLD: 0.044703484, Loss: 0.122497 ====> Epoch: 1919 Average loss: 0.04083 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1920 [0000/0003 (0%)] Rec: 0.077, KLD: -0.023841858, Loss: 0.052985 ====> Epoch: 1920 Average loss: 0.01766 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1921 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.094873 ====> Epoch: 1921 Average loss: 0.03162 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1922 [0000/0003 (0%)] Rec: 0.077, KLD: -0.023841858, Loss: 0.053485 ====> Epoch: 1922 Average loss: 0.01783 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.706 ====================================================== Train Epoch: 1923 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087423 ====> Epoch: 1923 Average loss: 0.02914 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1924 [0000/0003 (0%)] Rec: 0.080, KLD: -0.017881393, Loss: 0.061939 ====> Epoch: 1924 Average loss: 0.02065 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1925 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.096098 ====> Epoch: 1925 Average loss: 0.03203 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1926 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.060489 ====> Epoch: 1926 Average loss: 0.02016 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1927 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075988 ====> Epoch: 1927 Average loss: 0.02533 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1928 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078173 ====> Epoch: 1928 Average loss: 0.02606 Training time for epoch: 0.08s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1929 [0000/0003 (0%)] Rec: 0.076, KLD: 0.032782555, Loss: 0.108372 ====> Epoch: 1929 Average loss: 0.03612 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.702 ====================================================== Train Epoch: 1930 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.083407 ====> Epoch: 1930 Average loss: 0.02780 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.706 ====================================================== Train Epoch: 1931 [0000/0003 (0%)] Rec: 0.081, KLD: -0.008940697, Loss: 0.071826 ====> Epoch: 1931 Average loss: 0.02394 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.703 ====================================================== Train Epoch: 1932 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.056973 ====> Epoch: 1932 Average loss: 0.01899 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1933 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.082780 ====> Epoch: 1933 Average loss: 0.02759 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.674 ====================================================== Train Epoch: 1934 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.063951 ====> Epoch: 1934 Average loss: 0.02132 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1935 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083318 ====> Epoch: 1935 Average loss: 0.02777 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.664 ====================================================== Train Epoch: 1936 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078081 ====> Epoch: 1936 Average loss: 0.02603 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1937 [0000/0003 (0%)] Rec: 0.077, KLD: -0.005960464, Loss: 0.070937 ====> Epoch: 1937 Average loss: 0.02365 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1938 [0000/0003 (0%)] Rec: 0.077, KLD: 0.041723251, Loss: 0.118831 ====> Epoch: 1938 Average loss: 0.03961 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.709 ====================================================== Train Epoch: 1939 [0000/0003 (0%)] Rec: 0.080, KLD: 0.020861626, Loss: 0.100428 ====> Epoch: 1939 Average loss: 0.03348 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.705 ====================================================== Train Epoch: 1940 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.095421 ====> Epoch: 1940 Average loss: 0.03181 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 1941 [0000/0003 (0%)] Rec: 0.079, KLD: -0.008940697, Loss: 0.070037 ====> Epoch: 1941 Average loss: 0.02335 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1942 [0000/0003 (0%)] Rec: 0.076, KLD: 0.005960464, Loss: 0.081926 ====> Epoch: 1942 Average loss: 0.02731 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1943 [0000/0003 (0%)] Rec: 0.077, KLD: -0.014901161, Loss: 0.061679 ====> Epoch: 1943 Average loss: 0.02056 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1944 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.103324 ====> Epoch: 1944 Average loss: 0.03444 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1945 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.084682 ====> Epoch: 1945 Average loss: 0.02823 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.687 ====================================================== Train Epoch: 1946 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.110013 ====> Epoch: 1946 Average loss: 0.03667 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 1947 [0000/0003 (0%)] Rec: 0.076, KLD: 0.023841858, Loss: 0.100031 ====> Epoch: 1947 Average loss: 0.03334 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.706 ====================================================== Train Epoch: 1948 [0000/0003 (0%)] Rec: 0.078, KLD: 0.050663948, Loss: 0.128585 ====> Epoch: 1948 Average loss: 0.04286 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.708 ====================================================== Train Epoch: 1949 [0000/0003 (0%)] Rec: 0.078, KLD: -0.023841858, Loss: 0.053971 ====> Epoch: 1949 Average loss: 0.01799 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.697 ====================================================== Train Epoch: 1950 [0000/0003 (0%)] Rec: 0.076, KLD: -0.005960464, Loss: 0.069730 ====> Epoch: 1950 Average loss: 0.02324 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.684 ====================================================== Train Epoch: 1951 [0000/0003 (0%)] Rec: 0.077, KLD: -0.002980232, Loss: 0.074016 ====> Epoch: 1951 Average loss: 0.02467 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.672 ====================================================== Train Epoch: 1952 [0000/0003 (0%)] Rec: 0.077, KLD: 0.020861626, Loss: 0.098074 ====> Epoch: 1952 Average loss: 0.03269 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1953 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.075988 ====> Epoch: 1953 Average loss: 0.02533 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1954 [0000/0003 (0%)] Rec: 0.080, KLD: -0.000000000, Loss: 0.079656 ====> Epoch: 1954 Average loss: 0.02655 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1955 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092134 ====> Epoch: 1955 Average loss: 0.03071 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.703 ====================================================== Train Epoch: 1956 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.086079 ====> Epoch: 1956 Average loss: 0.02869 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 1957 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.081071 ====> Epoch: 1957 Average loss: 0.02702 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1958 [0000/0003 (0%)] Rec: 0.077, KLD: -0.011920929, Loss: 0.064595 ====> Epoch: 1958 Average loss: 0.02153 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1959 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092026 ====> Epoch: 1959 Average loss: 0.03068 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1960 [0000/0003 (0%)] Rec: 0.080, KLD: 0.032782555, Loss: 0.113077 ====> Epoch: 1960 Average loss: 0.03769 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.677 ====================================================== Train Epoch: 1961 [0000/0003 (0%)] Rec: 0.078, KLD: -0.011920929, Loss: 0.066306 ====> Epoch: 1961 Average loss: 0.02210 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.679 ====================================================== Train Epoch: 1962 [0000/0003 (0%)] Rec: 0.079, KLD: 0.032782555, Loss: 0.111284 ====> Epoch: 1962 Average loss: 0.03709 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1963 [0000/0003 (0%)] Rec: 0.077, KLD: -0.017881393, Loss: 0.059355 ====> Epoch: 1963 Average loss: 0.01978 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1964 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101621 ====> Epoch: 1964 Average loss: 0.03387 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1965 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.076371 ====> Epoch: 1965 Average loss: 0.02546 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1966 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.104694 ====> Epoch: 1966 Average loss: 0.03490 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1967 [0000/0003 (0%)] Rec: 0.076, KLD: 0.005960464, Loss: 0.082289 ====> Epoch: 1967 Average loss: 0.02743 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.688 ====================================================== Train Epoch: 1968 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101540 ====> Epoch: 1968 Average loss: 0.03385 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1969 [0000/0003 (0%)] Rec: 0.077, KLD: -0.002980232, Loss: 0.073929 ====> Epoch: 1969 Average loss: 0.02464 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1970 [0000/0003 (0%)] Rec: 0.077, KLD: 0.026822090, Loss: 0.103712 ====> Epoch: 1970 Average loss: 0.03457 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.690 ====================================================== Train Epoch: 1971 [0000/0003 (0%)] Rec: 0.075, KLD: 0.011920929, Loss: 0.087240 ====> Epoch: 1971 Average loss: 0.02908 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1972 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087488 ====> Epoch: 1972 Average loss: 0.02916 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.691 ====================================================== Train Epoch: 1973 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075645 ====> Epoch: 1973 Average loss: 0.02522 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.702 ====================================================== Train Epoch: 1974 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.090070 ====> Epoch: 1974 Average loss: 0.03002 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.700 ====================================================== Train Epoch: 1975 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099101 ====> Epoch: 1975 Average loss: 0.03303 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1976 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.109637 ====> Epoch: 1976 Average loss: 0.03655 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1977 [0000/0003 (0%)] Rec: 0.077, KLD: -0.005960464, Loss: 0.071004 ====> Epoch: 1977 Average loss: 0.02367 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.681 ====================================================== Train Epoch: 1978 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092079 ====> Epoch: 1978 Average loss: 0.03069 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.671 ====================================================== Train Epoch: 1979 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101492 ====> Epoch: 1979 Average loss: 0.03383 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.686 ====================================================== Train Epoch: 1980 [0000/0003 (0%)] Rec: 0.076, KLD: 0.002980232, Loss: 0.079428 ====> Epoch: 1980 Average loss: 0.02648 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1981 [0000/0003 (0%)] Rec: 0.078, KLD: 0.044703484, Loss: 0.122250 ====> Epoch: 1981 Average loss: 0.04075 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.710 ====================================================== Train Epoch: 1982 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107841 ====> Epoch: 1982 Average loss: 0.03595 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.704 ====================================================== Train Epoch: 1983 [0000/0003 (0%)] Rec: 0.078, KLD: -0.014901161, Loss: 0.062912 ====> Epoch: 1983 Average loss: 0.02097 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.698 ====================================================== Train Epoch: 1984 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.095059 ====> Epoch: 1984 Average loss: 0.03169 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.683 ====================================================== Train Epoch: 1985 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.102325 ====> Epoch: 1985 Average loss: 0.03411 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.680 ====================================================== Train Epoch: 1986 [0000/0003 (0%)] Rec: 0.078, KLD: -0.005960464, Loss: 0.071928 ====> Epoch: 1986 Average loss: 0.02398 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.673 ====================================================== Train Epoch: 1987 [0000/0003 (0%)] Rec: 0.077, KLD: -0.005960464, Loss: 0.070743 ====> Epoch: 1987 Average loss: 0.02358 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.675 ====================================================== Train Epoch: 1988 [0000/0003 (0%)] Rec: 0.077, KLD: 0.008940697, Loss: 0.086306 ====> Epoch: 1988 Average loss: 0.02877 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.676 ====================================================== Train Epoch: 1989 [0000/0003 (0%)] Rec: 0.077, KLD: -0.017881393, Loss: 0.059194 ====> Epoch: 1989 Average loss: 0.01973 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1990 [0000/0003 (0%)] Rec: 0.076, KLD: -0.005960464, Loss: 0.069707 ====> Epoch: 1990 Average loss: 0.02324 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.708 ====================================================== Train Epoch: 1991 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087694 ====> Epoch: 1991 Average loss: 0.02923 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.701 ====================================================== Train Epoch: 1992 [0000/0003 (0%)] Rec: 0.077, KLD: 0.011920929, Loss: 0.089114 ====> Epoch: 1992 Average loss: 0.02970 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.695 ====================================================== Train Epoch: 1993 [0000/0003 (0%)] Rec: 0.079, KLD: -0.026822090, Loss: 0.051724 ====> Epoch: 1993 Average loss: 0.01724 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.685 ====================================================== Train Epoch: 1994 [0000/0003 (0%)] Rec: 0.076, KLD: -0.002980232, Loss: 0.073189 ====> Epoch: 1994 Average loss: 0.02440 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.670 ====================================================== Train Epoch: 1995 [0000/0003 (0%)] Rec: 0.079, KLD: -0.017881393, Loss: 0.060626 ====> Epoch: 1995 Average loss: 0.02021 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.678 ====================================================== Train Epoch: 1996 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.104930 ====> Epoch: 1996 Average loss: 0.03498 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.682 ====================================================== Train Epoch: 1997 [0000/0003 (0%)] Rec: 0.076, KLD: 0.002980232, Loss: 0.079235 ====> Epoch: 1997 Average loss: 0.02641 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.689 ====================================================== Train Epoch: 1998 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.068562 ====> Epoch: 1998 Average loss: 0.02285 Training time for epoch: 0.06s -------------- Validation -------------- Val rec: 0.699 ====================================================== Train Epoch: 1999 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.089078 ====> Epoch: 1999 Average loss: 0.02969 Training time for epoch: 0.07s -------------- Validation -------------- Val rec: 0.697 ======================================================
In [11]:
#plot loss
SHOW_FROM = 0
plt.figure(figsize = (20,10))
plt.plot(list(range(0,iters)),loss_history[SHOW_FROM:], label="loss")
plt.plot(rec_loss_history[SHOW_FROM:], label="rec")
plt.plot(kl_loss_history[SHOW_FROM:], label="kl")
plt.plot(list(range(0,iters,N_batches_train)),val_rec_loss_history[SHOW_FROM:], label="val rec")
plt.xlabel("iters")
plt.legend(loc='lower left')
Out[11]:
<matplotlib.legend.Legend at 0x277014cc1d0>
In [12]:
#Save checkpoint
if EPOCHS != 0 and SAVE_CP:
ut.save_checkpoint(results_dir, epoch, model, optimizer, loss_history, rec_loss_history, kl_loss_history)
print('Save checkpoint at epoch ',epoch)
Save checkpoint at epoch 1999
In [18]:
#Check reconstruction
inbatch_idx = 2
with torch.no_grad():
x = next(iter(train_loader))
x = x.to(device)
recon_x, _, _ = model(x)
plot_3d_mesh(x[inbatch_idx])
plot_3d_mesh(recon_x[inbatch_idx])
In [19]:
#CHECK GENERATION RESULTS
print('Generating samples')
N_samples = 3
with torch.no_grad():
z_samples = torch.randn(N_samples, Z_DIMS).to(device)
samples = model.decode(z_samples)
for x in samples:
plot_3d_mesh(x)
# plot_3d_mesh(ut.do_threshold(x, eps=0.3))
# plot_3d_mesh(np.round(x))
Generating samples
In [15]:
sample = samples[0][0]
thresholded = ut.do_threshold(sample, eps=0.3)
ut.plot_voxels_views(thresholded)
